{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Iceberg Tree Figure\n",
    "\n",
    "Create sample molecule tree "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pathlib import Path\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import yaml\n",
    "import json\n",
    "from collections import defaultdict\n",
    "\n",
    "from ms_pred import common\n",
    "from ms_pred.common import plot_utils\n",
    "import ms_pred.magma.fragmentation as fe\n",
    "from ms_pred.common.plot_utils import *\n",
    "\n",
    "import networkx as nx\n",
    "from networkx.drawing.nx_pydot import graphviz_layout\n",
    "import pydot\n",
    "\n",
    "set_style()\n",
    "\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Prelim\n",
    "dataset_name = \"nist20\"\n",
    "dataset_name = \"canopus_train_public\"\n",
    "data_folder = Path(f\"../data/spec_datasets/{dataset_name}/\")\n",
    "magma_folder = data_folder / \"magma_outputs/magma_tree\"\n",
    "labels = data_folder / \"labels.tsv\"\n",
    "labels_df = pd.read_csv(labels, sep=\"\\t\")\n",
    "name_to_smi = dict(labels_df[[\"spec\", \"smiles\"]].values)\n",
    "results_folder = Path(\"../results/figs_iceberg/\")\n",
    "results_folder.mkdir(exist_ok=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'VUQAOMULUVFNHK-UHFFFAOYSA-N'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "common.inchikey_from_smiles(\"OC1=CC=C2C(C(C(C3=CC=C(OC)C=C3)=O)=CO2)=C1\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataset</th>\n",
       "      <th>spec</th>\n",
       "      <th>name</th>\n",
       "      <th>ionization</th>\n",
       "      <th>formula</th>\n",
       "      <th>smiles</th>\n",
       "      <th>inchikey</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>canopus_train</td>\n",
       "      <td>CCMSLIB00000078711</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[M+H]+</td>\n",
       "      <td>C16H12O4</td>\n",
       "      <td>COc1ccc(C(=O)c2coc3ccc(O)cc23)cc1</td>\n",
       "      <td>VUQAOMULUVFNHK</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           dataset                spec  name ionization   formula  \\\n",
       "377  canopus_train  CCMSLIB00000078711   NaN     [M+H]+  C16H12O4   \n",
       "\n",
       "                                smiles        inchikey  \n",
       "377  COc1ccc(C(=O)c2coc3ccc(O)cc23)cc1  VUQAOMULUVFNHK  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ikey_start = \"VUQAOMULUVFNHK\"\n",
    "labels_df[\"inchikey\"] = labels_df[\"inchikey\"].apply(lambda x: x[: len(ikey_start)])\n",
    "labels_df[labels_df[\"inchikey\"] == ikey_start]\n",
    "# CCMSLIB00000078711"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CCMSLIB00000078711\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x7fac9e716dc0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Select for a reasonably small and tractable molecule\n",
    "mask = [(len(i) > 10 and len(i) < 20) for i in labels_df[\"smiles\"]]\n",
    "labels_df_sub = labels_df[mask].reset_index()\n",
    "\n",
    "# Methocarbamol is ind 8\n",
    "ind = 14  # 8 #4 is best contender # 14 is good\n",
    "entry = labels_df_sub.loc[ind]\n",
    "# Temp\n",
    "entry = labels_df[labels_df[\"spec\"] == \"CCMSLIB00000078711\"].iloc[0]\n",
    "\n",
    "smi = entry.smiles\n",
    "spec_res_folder = results_folder / f\"example_{entry['spec']}\"\n",
    "spec_res_folder.mkdir(exist_ok=True)\n",
    "print(entry[\"spec\"])\n",
    "Chem.MolFromSmiles(smi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CCMSLIB00000078711\n"
     ]
    }
   ],
   "source": [
    "spec_name = entry[\"spec\"]\n",
    "print(spec_name)\n",
    "magma_input = magma_folder / f\"{spec_name}.json\"\n",
    "magma_tree = json.load(open(magma_input, \"r\"))\n",
    "# magma_tree.keys()\n",
    "engine = fe.FragmentEngine(\n",
    "    mol_str=name_to_smi[spec_name],\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Num nodes: 22\n",
      "Num edges: 21\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_61056/1099312905.py:20: DeprecationWarning: nx.nx_pydot.graphviz_layout depends on the pydot package, which hasknown issues and is not actively maintained. Consider usingnx.nx_agraph.graphviz_layout instead.\n",
      "\n",
      "See https://github.com/networkx/networkx/issues/5723\n",
      "  pos = graphviz_layout(graph, prog=\"dot\")\n"
     ]
    },
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'pydot'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
      "\u001b[0;32m/tmp/ipykernel_61056/1099312905.py\u001b[0m in \u001b[0;36m<cell line: 20>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     18\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"Num nodes: {num_nodes}\\nNum edges: {num_edges}\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     19\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 20\u001b[0;31m \u001b[0mpos\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgraphviz_layout\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgraph\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mprog\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"dot\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     21\u001b[0m \u001b[0mfig\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdpi\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m400\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     22\u001b[0m nx.draw_networkx(\n",
      "\u001b[0;32m/mnt/home/samlg/miniforge-pypy3/envs/ms-gen-pred/lib/python3.8/site-packages/networkx/drawing/nx_pydot.py\u001b[0m in \u001b[0;36mgraphviz_layout\u001b[0;34m(G, prog, root)\u001b[0m\n\u001b[1;32m    355\u001b[0m     \u001b[0mwarnings\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwarn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmsg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mDeprecationWarning\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstacklevel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    356\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 357\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mpydot_layout\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mG\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mG\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mprog\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mprog\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mroot\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mroot\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    358\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    359\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/mnt/home/samlg/miniforge-pypy3/envs/ms-gen-pred/lib/python3.8/site-packages/networkx/drawing/nx_pydot.py\u001b[0m in \u001b[0;36mpydot_layout\u001b[0;34m(G, prog, root)\u001b[0m\n\u001b[1;32m    396\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    397\u001b[0m     \"\"\"\n\u001b[0;32m--> 398\u001b[0;31m     \u001b[0;32mimport\u001b[0m \u001b[0mpydot\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    399\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    400\u001b[0m     msg = (\n",
      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'pydot'"
     ]
    }
   ],
   "source": [
    "frags = magma_tree[\"frags\"]\n",
    "frag_to_id, id_to_frag = fe.create_new_ids(frags)\n",
    "edges = [\n",
    "    (frag_to_id[j], frag_to_id[key])\n",
    "    for key, val in frags.items()\n",
    "    for j in val[\"parents\"]\n",
    "]\n",
    "\n",
    "\n",
    "graph = nx.DiGraph()\n",
    "graph.add_edges_from(edges)\n",
    "cmap = sns.light_palette(method_colors[\"ICEBERG\"], reverse=False, as_cmap=True)\n",
    "\n",
    "node_intens = [max(frags[id_to_frag[i]][\"intens\"]) for i in graph.nodes]\n",
    "color_key = [cmap(i) for i in node_intens]\n",
    "\n",
    "num_nodes, num_edges = graph.number_of_nodes(), graph.number_of_edges()\n",
    "print(f\"Num nodes: {num_nodes}\\nNum edges: {num_edges}\")\n",
    "\n",
    "pos = graphviz_layout(graph, prog=\"dot\")\n",
    "fig = plt.figure(figsize=(5, 2), dpi=400)\n",
    "nx.draw_networkx(\n",
    "    graph,\n",
    "    pos=pos,\n",
    "    node_size=100,  # with_labels=False,\n",
    "    width=0.5,\n",
    "    arrowsize=2,\n",
    "    font_size=4,\n",
    "    node_color=color_key,\n",
    "    ax=fig.gca(),\n",
    "    edgecolors=\"black\",\n",
    "    linewidths=0.3,\n",
    ")  # edge_color=\"b\")\n",
    "fig.gca().axis(\"off\")\n",
    "fig.savefig(\n",
    "    spec_res_folder / f\"frag_tree_true.pdf\",\n",
    "    dpi=400,\n",
    "    bbox_inches=\"tight\",\n",
    "    transparent=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300 at 0x7FDEC07EB370>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mol_frags_folder = spec_res_folder / \"mol_frags\"\n",
    "mol_frags_folder.mkdir(exist_ok=True)\n",
    "for id_num, frag_hash in id_to_frag.items():\n",
    "    frag = magma_tree[\"frags\"][frag_hash][\"frag\"]\n",
    "    draw_dict = engine.get_draw_dict(frag)\n",
    "    keep_atoms = draw_dict[\"hatoms\"]\n",
    "    keep_bonds = draw_dict[\"hbonds\"]\n",
    "    mol = draw_dict[\"mol\"]\n",
    "\n",
    "    export_mol_highlight(\n",
    "        mol=engine.mol,\n",
    "        hatoms=keep_atoms,\n",
    "        hbonds=keep_bonds,\n",
    "        name=mol_frags_folder / f\"mol_{id_num}.pdf\",\n",
    "        height=500,\n",
    "        width=500,\n",
    "    )\n",
    "\n",
    "Chem.Kekulize(mol)\n",
    "Draw.MolToImage(mol, highlightAtoms=keep_atoms, highlightBonds=keep_bonds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Draw spec --> first let's draw the raw spec?\n",
    "ex_spec = spec_name\n",
    "spec_file = data_folder / f\"subformulae/no_subform/{ex_spec}.json\"\n",
    "true_spec = json.load(open(spec_file, \"r\"))\n",
    "\n",
    "json_spec = magma_folder / f\"{ex_spec}.json\"\n",
    "pred_spec = json.load(open(json_spec, \"r\"))\n",
    "\n",
    "frags = pred_spec[\"frags\"]\n",
    "root_inchi = pred_spec[\"root_inchi\"]\n",
    "root_smiles = common.smiles_from_inchi(root_inchi)\n",
    "\n",
    "# Get ids\n",
    "frag_to_id, id_to_frag = fe.create_new_ids(frags)\n",
    "edges = [\n",
    "    (frag_to_id[j], frag_to_id[key])\n",
    "    for key, val in frags.items()\n",
    "    for j in val[\"parents\"]\n",
    "]\n",
    "\n",
    "# Get the new IDs and convert to inten list\n",
    "new_list = engine.frags_to_intens(frags)\n",
    "new_list = [dict(id=frag_to_id[i[\"frag_hash\"]], **i) for i in new_list]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_3080781/614465307.py:54: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax.set_yticklabels([abs(i) for i in ax.get_yticks()])\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 812.903x556.291 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figsize = (2.1, 1.4)\n",
    "top_k = 5\n",
    "add_numbers = True\n",
    "fig = plt.figure(figsize=(figsize), dpi=300)\n",
    "ax = fig.gca()\n",
    "\n",
    "\n",
    "# Get top 10\n",
    "top_entries = sorted(new_list, key=lambda x: x[\"inten\"])[::-1]\n",
    "\n",
    "for ind, entry in enumerate(top_entries):\n",
    "    label_kwargs = {\"label\": \"ICEBERG\"} if ind == 0 else {}\n",
    "    ax.vlines(\n",
    "        x=entry[\"mz\"],\n",
    "        ymin=0,\n",
    "        ymax=entry[\"inten\"],\n",
    "        color=method_colors.get(\"ICEBERG\"),\n",
    "        linewidth=0.5,\n",
    "        **label_kwargs,\n",
    "    )\n",
    "\n",
    "    if ind < top_k and add_numbers:\n",
    "        temp_hash = entry[\"frag_hash\"]\n",
    "        cur_id = frag_to_id[temp_hash]\n",
    "        ax.text(\n",
    "            x=entry[\"mz\"] - 2,\n",
    "            y=entry[\"inten\"] + 0.2,\n",
    "            s=f\"{cur_id}\",\n",
    "            fontsize=6,\n",
    "            rotation=90,\n",
    "        )\n",
    "\n",
    "\n",
    "mz, inten = (\n",
    "    true_spec[\"output_tbl\"][\"formula_mass_no_adduct\"],\n",
    "    true_spec[\"output_tbl\"][\"rel_inten\"],\n",
    ")\n",
    "for ind, (m, i) in enumerate(zip(mz, inten)):\n",
    "    label_kwargs = {\"label\": \"True\"} if ind == 0 else {}\n",
    "    ax.vlines(\n",
    "        x=m,\n",
    "        ymin=0,\n",
    "        ymax=-i,\n",
    "        color=\"black\",\n",
    "        linewidth=0.5,\n",
    "        **label_kwargs,\n",
    "    )\n",
    "\n",
    "ax.axhline(y=0, xmin=0, xmax=1, color=\"black\", linewidth=0.1)\n",
    "ax.set_xlabel(\"M/Z\")\n",
    "ax.set_ylabel(\"Intensity\")\n",
    "ax.set_title(f\"Spectra: {ex_spec}\")\n",
    "ax.set_ylim([-1.5, 1.5])\n",
    "ax.set_yticklabels([abs(i) for i in ax.get_yticks()])\n",
    "ax.legend(**legend_params, loc=\"upper left\")\n",
    "set_size(*figsize, ax)\n",
    "\n",
    "fig.savefig(\n",
    "    spec_res_folder / f\"spec_true.pdf\", dpi=300, bbox_inches=\"tight\", transparent=True\n",
    ")\n",
    "with open(spec_res_folder / f\"info_{ex_spec}.txt\", \"w\") as fp:\n",
    "    fp.write(smi)\n",
    "mol_obj = Chem.MolFromSmiles(root_smiles)\n",
    "plot_utils.export_mol(\n",
    "    mol_obj, spec_res_folder / f\"{ex_spec}_mol.pdf\", width=100, height=100\n",
    ")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Drawing graphs\n",
    "\n",
    "Drawing fragment tree diagrams for figure 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Num nodes: 22\n",
      "Num edges: 21\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArwAAAKsCAYAAAAObG7YAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAD2EAAA9hAHVrK90AACp+0lEQVR4nOzdd0BUZ74+8GcGhqF3K1jRWLAbewVLjL03FI0pdiVG3ey9W+7u3Xt3V2MEu9FoRMTeNSYaxd57L6BUCyq9zsCc3x/+4EqkTD9nhufzV5g57/s+Rpn5zpm3yARBEEBEREREZKXkYgcgIiIiIjIlFrxEREREZNVY8BIRERGRVWPBS0RERERWjQUvEREREVk1FrxEREREZNVY8BIRERGRVWPBS0RERERWjQUvEREREVk1FrxEREREZNVY8BIRERGRVWPBS0RERERWjQUvEREREVk1FrxEREREZNVY8BIRERGRVWPBS0RERERWjQUvEREREVk1FrxEREREZNVY8BIRERGRVWPBS0RERERWjQUvEREREVk1FrxEREREZNVY8BIRERGRVWPBS0RERERWjQUvEREREVk1FrxEREREZNVY8BIRERGRVWPBS0RERERWjQUvEREREVk1FrxEREREZNVY8BIRERGRVWPBS0RERERWjQUvEREREVk1FrxEREREZNVY8BIRERGRVWPBS0RERERWjQUvEREREVk1FrxEREREZNVY8BIRERGRVWPBS0RERERWjQUvEREREVk1FrxEREREZNVY8BIRERGRVWPBS0RERERWjQUvEREREVk1FrxEREREZNVY8BIRERGRVWPBS0RERERWjQUvEREREVk1FrxEREREZNVY8BIRERGRVWPBS0RERERWjQUvEREREVk1FrxEREREZNVY8BIRERGRVWPBS0RERERWjQUvEREREVk1FrxEREREZNVY8BIRERGRVWPBS0RERERWjQUvEREREVk1FrxEREREZNVY8BIRERGRVWPBS0RERERWjQUvEREREVk1FrxEREREZNVY8BIRERGRVWPBS0RERERWjQUvEREREVk1FrxEREREZNVY8BIRERGRVWPBS0RERERWjQUvEREREVk1FrxEREREZNVY8BIRERGRVWPBS0RERERWjQUvEREREVk1FrxEREREZNVY8BIRERGRVWPBS0RERERWjQUvEREREVk1FrxEREREZNVsxQ5ARESW5fHjxwhbvh7JyW+h0Qiws7NB3z49EDR+NOzs7MSOR0T0AZkgCILYIYiISNoEQcDOXXuw/scdeJNmDzvntrBTuv7/5zTIzngMOzxGuzYN8af/nIdq1aqJnJiI6P+w4CUionIVFBTg8y/n4M4jGzi5t4ZMVvZsuPzcFBRmn8DaVf+Ntm1bmzElEVHZWPASEVGZBEHAxEnT8SiuGhyc62nVRqMpQM6b/dj807/h79/UxAmJiCrGRWtERFSm0GVr8PCZi9bFLgDI5bZw9BqMz79cgMLCQhOmIyLSDgteIiIqlSAI2Lv3GBxd/XVuK7dRQCVrjD179psgGRGRbljwEhFRqaKiTiJLVVPv9k5u/li/YbsRExER6YcFLxERlWrVms1wdG2pd3uZTI43qQrEx8cbMRURke5Y8BIRUamystWQ2ygM6qNA8EJcXJyREhER6YcFLxERlUpdYPiCM42gQGZmphHSEBHpjwUvERGVyk5hY3AfNnIV3N3dDQ9DRGQAFrxERFSqKl4uKFDnGNSHQp6Mhg0bGikREZF+WPASEVGp5n8zDXkZV/VuX1iogm8NJapUqWLEVEREumPBS0REpWrRogXcXTKg74Gcuek3EDLncyOnIiLSHQteIiIq08zpwchKOatzO1V+Blzsk9C9ezcTpCIi0g0LXiIiKpVKpUJC/FO0b+WCrFTtpzaoVVlQpR1En17tcfv2bRMmJCLSDgteIiL6wOvXr/Hdd99h3LhxaNyoDj7tVQ3pL3+GKj+jzDaCoEFW2gPY5P+CcWP6YvTo0Xj06BEOHDhgxuRERB+SCfpOziIiIqt0+/ZtHD9+HDNmzMDGjRvRu3dveHh4YOXKlYiNf4Mbt2IBO3/Y2nlALlegQJ2DwrzH8HLLxpBBgbC3t8WXX36JsLAwjBw5EomJibhx4wa++uor2NgYvtUZEZGuWPASEVGxgwcPIjs7G2PGjMHmzZvRqlUrtGjRAkuXLsW0adPg4OCA77//HlWr1cTTpwm4evUqevbsjjq1q8Pb2xs9evRAZGQkOnfujFq1amHJkiWYMmUK8vLysHnzZkyfPp378hKR2XFKAxERobCwEGvWrIGXlxfGjh2LvXv3okGDBmjRogUuXryIli1bwsHBAc+fP0ft2rUxIWgs/vLnBRjQPxDzvp6J4cOH4+7duwCAMWPGYPv27ZDL5Zg7dy7WrVsHV1dXhISEYN26dXj8+LHIf1oiqmxY8BIRVXJpaWlYtGgRBgwYgM6dO+Po0aNwdnZG586doVKpcPbsWQQGBgIAoqKiiv/7fTKZDAAgCAJsbGzwySef4MiRI1AqlZgzZw5WrFgBAJg/fz4uXLiAY8eOme8PSESVHgteIqJK7MmTJ/jhhx8wd+5c1KpVC2fPnkV2djb69u0LAIiMjMT48eOLr09LS4Onp2epfTVr1qz4Lm+rVq0QExODzMxMODk5Ydq0aQgLC0NhYSEmTZoEW1tbbNy4Ue89fomIdMGCl4iokjp+/DjOnTuHBQsWwNHRETdv3kRsbCyGDRsGAIiPj4eNjQ1q1qwJAMXFa1k6deqE8+fPF/8cHByM8PBwAICnpycmTZqEsLAwaDQaBAQEoFu3bli8eDGys7NN+KckImLBS0RU6QiCgI0bNwIAJk+eDJlMhidPnuDixYuYMGFC8TXbtm3DuHHjittFRUWhZ8+eZfZrZ2cHtVpd/LObmxtq1apVfNe3Ro0aGDZsGFavXg1BENCgQQNMmzYNy5cvR3x8vAn+pERE77DgJSKqRHJycrB48WJ07doVvXr1AgAkJSXh0KFDmDp1avF1R48eRe/evWFra1v8WHx8POrWrVtu/76+vkhISCj+edCgQTh8+DAKCwsBAPXr10ePHj2wadMmAICrqysWLFiAI0eO4Ny5c8b6YxIRlcCCl4iokkhISEBYWBimTp2Khg0bAgDevn2LLVu2YM6cOcULz7Kzs/Ho0SO0adOmuK1arS5R/JYlICAAUVFRxT/LZDKMHDkSu3btKn6sWbNmaNKkCXbu3AkAsLGxwdSpU5GWloatW7dyXi8RGR0LXiKiSuD8+fM4fPgwFi5cCDc3NwDv5uQWLVh7/0CITZs2ITg4uET7S5cuoUOHDhWO4+bmhszMzBKP+fn5ISMjA69fvy5+rEOHDvD09MTPP/9c/NiAAQPQvHlzhIaGIj8/X68/JxFRaVjwEhFZsaK5uG/fvsW0adOKC9u8vDwsX74cc+bMgVKpLL7+/v378PHx+eBwiNu3b6Nly5Zajeni4oL09PQSj02cOBERERElHuvVqxfUajVOnz5d/FizZs0wceJEfP/993j16pUuf1QiojKx4CUislL5+fkIDQ1F06ZNMWjQoOLHCwoKEBoaimnTppXYdUGj0eDgwYMYPHhwiX4EQYAgCJDLtXvLCAwMLDGtAQDs7e3Rtm1bnD17tsTjQ4YMQWJiIq5du1b8mLe3N+bPn4/t27fjxo0bWv95iYjKwoKXiMgKJScnY8mSJZgwYQJatGhR/LggCFi2bBmCg4M/2E93165dGDFiRPFc3iL3799HkyZNtB7b19cXiYmJHzzevXt3XLp06YPpCuPHj8f169fx8OHD4scUCgXmzJmD6Oho7N+/X+uxiYhKw4KXiMjK3Lx5E5GRkZg/fz6qVKlS/LggCFi9ejWGDBlSvLdukTdv3iAtLQ0NGjT4oL9z586hc+fOOmVQKBSlzsOdMGECtmzZ8sHjX3zxBX799dcPticbNWoUatSogZUrV6KgoECnDERERVjwEhFZkf379+PRo0cICQmBnZ1diec2bdqEbt26wc/P74N2mzdvxsSJE0vtU6VSwd7eXqccnTt3xsWLFz94vFq1anBwcMCzZ89KPC6TyTBr1ixs3769xOI2AGjfvj2GDh2KxYsXIzU1VaccREQAC14iIqtQUFCAVatWoVq1ahgzZswHz+/atQuNGzdG8+bNP3juwoULaNWqFRwcHD547vnz56hRo4bOed4/Zvj3Ro8ejR07dnyw/ZiNjQ3mzp2L9evXf7DozcfHByEhIfjxxx9LTH0gItIGC14iIguXlpaGxYsXY8iQIejYseMHz//yyy9wd3cv9TmVSoXz588jICCg1L5PnDiBwMBAnTMVzQMubU9dGxsbfPrppyW2JCtiZ2eHuXPnYuXKlcjNzS3xnIODA7755htcvnwZR48e1TkTEVVeLHiJiCzY48ePsW7dOoSEhMDHx+eD50+fPo38/Hz07t271PZbtmzB+PHjy+w/PT0dHh4eemVr3rw57ty5U+pzLVq0wLNnzz7YsxcAHB0dMX36dISGhpY4qhh4V0gHBwdDqVRi/fr10Gg0emUjosqFBS8RkYU6duwYzp8/j/nz55c6HeH69etISEjAkCFDSm0fFxcHhUJR5pSFjIyMEtuW6apjx444f/58mc8HBwcXHzH8ex4eHvjss88QFhZWalHbo0cPBAQEYPHixcjKytI7IxFVDix4iYgsjEajwYYNG2Bra4vJkyd/sI0YADx69AhXr15FUFBQqX0IgoDt27dj7NixZY4TFRVV5lQHbdjZ2ZW7s4Krqyvq1q1b5l3g6tWrY8SIEVi1alWpUyP8/PwwY8YMrFixAnFxcXrnJCLrx4KXiMiCZGdnY/HixejevXuZxWhCQgKOHDmCL7/8ssx+fv31V/Tp0we2trZlXpOQkIA6deoYlNfX1xcJCQllPj9gwAD8/PPPKCwsLPX5evXqISAgAD/99FOpz7u4uGDhwoU4evQozpw5Y1BWIrJeLHiJiCxEfHw8li1bhunTp5e6Xy4AvH79Glu3bsXs2bNLvfMLAFlZWXj8+DFat25d5lhqtbrcYlhbAQEBH5y69j6ZTIZRo0Zh586dZV7j7+8Pf39/bN++vdTn5XI5vvzyS2RlZWHLli2l3g0mosqNBS8RkQU4d+4cfv75ZyxcuBCurq6lXpORkYH169cjJCQENjY2ZfYVHh6OSZMmlTvexYsXS93VQVdubm6lLkx7X/369ZGVlYXk5OQyr2nfvj2qVKmCw4cPl3nNp59+ilatWmHp0qXIy8vTOzMRWR8WvEREEiYIArZu3Yq0tDRMmzatzEI2NzcXK1aswNy5cz84cOJ9d+/eha+vL9zc3Mod986dOyWOJDaEi4sL0tLSyr1m4sSJiIiIKPeawMBAaDQanDx5ssxr/P39MXnyZCxduhQvX77UIy0RWSMWvEREEpWfn4+lS5eiefPmGDBgQJnXFRQUICwsDNOnT4ejo2OZ12k0Ghw+fBiDBg0qd1xBECAIAuRy47xFBAYGljutAQCUSiXatWuH06dPl3vdoEGD8PLlS1y5cqXMazw9PTF//nzs3LkT165d0yszEVkXFrxERBL06tUrLFmyBMHBwWjWrFmZ12k0GoSFhWHSpEkV7pe7c+dOjBgxosy5vUXu37+Ppk2b6pW7NL6+vkhKSqrwum7duuHq1asVTkcYO3Ysbt26hQcPHpR5jUKhwOzZsxEbG4u9e/fqnJmIrAsLXiIiiblx4wa2b9+OBQsWwNvbu8zrBEHA6tWrMWzYsAqP/33z5g0yMjLKXOz2vnPnzqFz58465y6PnZ0d8vPzK7xuwoQJ2LJlS4XXff755zh27FiF25GNGDECtWrVwooVKz44xIKIKg8WvEREErJv3z5ER0djzpw5UCgU5V67adMm9OjRA/Xr16+w382bN2PixIlaZVCr1VAqlVpdq63OnTvjwoULFV5XtWpVODk54enTp+VeJ5PJMGvWLOzYsaPcxW4A8PHHH2P48OH47rvvkJKSolNuIrIOLHiJiCSgoKAAK1asQM2aNTFq1KgKr9+xYweaNGlS7nSHIufOnUObNm1gb29f4bVJSUkV3i3Wh7+/P+7du6fVtUXblFW0vZhcLkdISAh+/PFHpKenl3ttzZo1ERISgo0bN5Y7FYKIrBMLXiIikaWkpGDx4sUYNmwY2rdvX+H1P//8M7y8vNChQ4cKr83Pz8fFixfRo0cPrbIYerpaWYrmDWuzR66NjQ369+9f7hZkRRQKBUJCQrBy5Urk5uaWe62DgwPmzZuH69ev49dff9UuOBFZBRa8REQievjwITZs2ICQkBD4+PhUeP3p06dRUFCAXr16adX/li1byjxeuDTp6ekVLn7TV/PmzXH79m2tr42NjUVGRkaF1zo4OGDGjBkIDQ2tcJ6uTCZDUFAQHBwcsG7dOmg0Gq3yEJFlY8FLRCSSo0eP4vLly/jmm2/g4OBQ4fVXr15FUlISBg8erFX/cXFxsLe3R/Xq1bW6PiMjA87Ozlpdq4+OHTtqNY+3yKRJkxAeHq7Vte7u7pgyZQrCwsK0KmK7d++O3r17Y9GiRRUejEFElo8FLxGRmWk0Gqxfvx5KpRLBwcEVbhMGvLsTfOPGDYwbN06rMQRBwPbt2zFmzBitc5lqOkMROzs7FBYWan29i4sL6tWrh1u3bml1fbVq1TBq1CisXLlSq6kT9erVw6xZs7By5Uo8e/ZM61xEZHlY8BIRmVFWVhYWL16MwMBArefVxsfH4+jRo/jiiy+0HufIkSP45JNPyj1i+PcSExNRu3Ztra/Xh6+vL+Lj47W+vn///vjll1+0LpTr1KmD3r17Y8OGDVpd7+zsjIULF+L48eMVHnpBRJaLBS8RkZnExsZixYoVmDFjhlZbiQHA69evsX37dsyaNUurO8EAkJmZiZiYGLRs2VLrbGq1WqfiWF8BAQEVnrr2PplMhjFjxmDHjh1at2nSpAlatGiBbdu2aXW9XC7HF198gdzcXERERGh1d5iILAsLXiIiMzhz5gyOHj2KhQsXwsXFRas26enpWL9+PebOnavTMb+bN2/GpEmTdMp34cIFdOrUSac2+nB1ddV5zmzdunWRk5ODV69ead2mXbt2qF69Og4ePKh1m08++QRt27bF999/X+GOD0RkWVjwEhGZkCAIiIiIQFZWFr766iutC9fc3FysXLkSc+fOhZ2dndbj3b17F7Vq1YKrq6tOOe/evYsWLVro1EZfbm5uSE1N1anNhAkTEBERoVObnj17Qi6X63RHuUmTJvjss88QGhqK58+f6zQeEUkXC14iIhPJy8vD999/j9atW+PTTz/Vup1arUZoaChmzJgBR0dHrdsVFhbi8OHDGDhwoE45BUGAIAhaT5kwVGBgoE5FKAAolUp06NBB53m2AwYMQHJyMq5cuaJ1G09PTyxYsAB79+7VqR0RSRcLXiIiE3jx4gW+//57fPbZZ/D399e6nUajQVhYGKZMmQJ3d3edxty1axdGjRqlc+F67949nTIaysfHBy9evNC5XdeuXXH16lXk5eXp1G7MmDG4c+eO1ie9AYCtrS1mzpyJpKQk7N69W9eoRCQxLHiJiIzs6tWr2LVrFxYsWABPT0+t2wmCgFWrVmHkyJGoVq2aTmO+fv0amZmZWi+Ge9/58+fNMn/3fQqFAvn5+Tq3mzhxIjZv3qxzu88++wxRUVGIjY3Vqd3QoUNRt25dLFu2rMJDLYhIuljwEhEZ0Z49exAfH4/Zs2dDoVDo1Hbjxo0IDAxE3bp1dR43IiICEyZM0Lkd8G4KhVKp1Kutvjp37ozz58/r3K5KlSpwdXVFTEyMTu1kMhlmzJiB3bt34+XLlzq1bdu2LUaPHo3vvvsOb9++1aktEUkDC14iIiNQq9VYvnw5atWqheHDh+vcfvv27WjevDmaNm2qc9uzZ8+ibdu2sLe317ltUlISatasqXM7Q/n7++s0xeB9o0aNwq5du3TePkwul2POnDnYuHEj0tLSdGpbvXp1fP3119i0aRPu3r2rU1siEh8LXiIiA6WkpGDx4sUYMWIE2rVrp3P7Q4cOoWrVqnq1zc/Px+XLl9G9e3ed2wLAiRMnTHq6WlmK5hlrcwzw78nlcgwYMACHDh3Sua1CoUBISAhWrVqFnJwcndra29vj66+/xu3bt3HkyBGdxyYi8bDgJSIywP3797Fx40bMmzdPrzulJ0+ehCAIehedW7ZsQVBQkF5tASAjI0PnxXHG0qJFC9y5c0evts2aNUNCQgLS09N1buvg4ICZM2ciLCwMKpVKp7YymQzjx4+Hi4sL1q5dq1fBTkTmx4KXiEhPv/zyC65fv4558+bpNZ3gypUrePnyJQYNGqTX+M+ePYODg4POC9yKZGRkaH0Ihil06tQJFy9e1Lt9cHAwwsPD9Wrr5uaGL774AmFhYVofW/y+rl27ol+/fvj3v/+NjIwMvTIQkfmw4CUi0pFGo8G6devg6OiICRMm6LV/7f3793H79m2MHTtWrwyCIGDnzp0YPXq0Xu0BICoqSpTpDEUUCgUKCgr0bu/s7Aw/Pz/cvHlTr/ZVqlTBmDFjsHLlSr2OE65Tpw7mzJmD1atX67yIjojMiwUvEZEOMjMzsWjRIvTu3VvvebNxcXE4fvw4pkyZoneOI0eOoF+/frCxsdG7j8TERNSqVUvv9sbg6+uL+Ph4vdt/+umnOHr0qF53aQGgdu3a6Nu3L9avX69XeycnJyxYsACnTp3CyZMn9eqDiEyPBS8RkZaePXuGlStXYtasWahXr55efbx69Qo7d+7EzJkz9T7ZLDMzE0+fPjXoKGCVSgVbW1u92xtLQEAATpw4oXd7mUyGMWPGYPv27Xr30bhxY7Rp0wZbt27Vq71cLseUKVOgUqmwadMmve4WE5FpseAlItLC6dOncfz4cSxcuBDOzs569ZGWloYNGzZg7ty5kMv1f/kNDw9HcHCw3u0B4OLFi2Y/bKI0rq6uyMrKMqiPOnXqIC8vT+f9dd/Xtm1b+Pj4YP/+/Xr30bdvX3Ts2BFLlixBbm6u3v0QkfGx4CUiKocgCNi8eTNyc3PxxRdf6F2o5ubmYtWqVQgJCdH5QIr33blzB3Xq1IGrq6vefQDA3bt30bx5c4P6MBZ3d3ekpqYa1EdQUBAiIyMN6qN79+5QKBQ4fvy43n00atQIn3/+OUJDQ5GUlGRQHiIyHha8RERlyM3NxZIlS/Dxxx/jk08+0bsftVqN0NBQzJw5Ew4ODnr3U1hYiCNHjmDAgAF69wGg+Ct3fadUGFtAQACioqIM6kOpVKJjx444deqUQf30798fKSkpuHTpkt59eHh4YMGCBdi/fz8uX75sUB4iMg4WvEREpXj+/DlCQ0MxZcoUNGnSRO9+NBoNwsLC8Pnnn8PNzc2gTLt27cKoUaMMLlTv3bsHf39/g/owJh8fH7x48cLgfjp37ozr168bPJ1g1KhRePDggUEnqtna2mLGjBl48eIFdu7caVAeIjIcC14iot+5cuUK9u7diwULFsDT01PvfgRBwMqVKzFq1ChUrVrVoEzJycnIysrSe7Hc+86fP4+OHTsa3I8xKRQK5OfnG9zPxIkTERERYXA/kyZNwqlTp/D06VOD+hkyZAgaNmyo1yEXRGQ8LHiJiN6ze/duJCYmYubMmQbvYrBhwwb07t0bderUMTjXli1bMGHCBIP7Ad5NsVAqlUbpy1i6dOmCc+fOGdyPt7c3XF1dER0dbVA/MpkM06dPx759+wy++9yqVSuMHTsW3333Hd68eWNQX0SkHxa8RER4VwQuW7YMdevWxbBhwwzub9u2bWjRooVB0yGKnDlzBu3atTNKkZqUlAQfHx+D+zG2pk2b4sGDB0bpa9SoUdi9e7fB24PJ5XLMmTMHmzZtMnhRXbVq1fDNN99g8+bNBk2VICL9sOAlokrv7du3WLx4MUaPHo22bdsa3N/BgwdRo0YNtGvXzuC+8vLycPXqVXTt2tXgvgDgxIkTop6uVpaieckajcbgvuRyOQYOHIiDBw8a3JetrS3mzp2L1atXIzs726C+lEolQkJCcPfuXRw6dMjgbESkPRa8RFSp3b17F5s2bcK8efNQvXp1g/uLioqCXC5Hjx49jJDu3VSGoKAgo/QFvDu0wtDFc6bSokUL3L592yh9+fv7IzExEWlpaQb35eDggFmzZmHZsmUGzzOWyWQYO3YsPD09sWbNGr1PiCMi3bDgJaJK6+eff8adO3fw9ddfw97e3uD+Ll++jNevXxu8bViRZ8+ewdnZ2eAFb0XS09P1PjTDHDp27IiLFy8arb/g4GBs3rzZKH25urriyy+/RFhYmFGK1M6dO2PAgAFYvHgxMjIyjJCQiMrDgpeIKh2NRoO1a9fC1dUV48aNM8p+tPfu3cPdu3cxevRoIyR8t8PDzp07MXLkSKP0BwAnT55EYGCg0fozNoVCgYKCAqP15+zsjIYNG+LGjRtG6c/b2xvjx4/H8uXLjXJ8cK1atTBnzhysWbPG4EV2RFQ+FrxEVKlkZGRg0aJF6Nevn9HmxT579gxRUVH47LPPjNIfABw+fBiffvopbGxsjNZnYmIifH19jdafKdSqVQtxcXFG6++TTz7Bb7/9ZrRC2tfXF/3798e6deuM0p+joyMWLFiAM2fO4MSJE0bpk4g+xIKXiCqNmJgYrFmzBrNnzzbKVmEA8PLlS+zevRszZsww2sllGRkZiIuLM+rRvyqVyuBt1swhMDDQ4FPX3ieTyTBmzBhs377daH1+9NFHaNeuHbZs2WKU/mQyGT777DMIgoCffvrJKHePiagkFrxEVCmcPHkSp06dwvz58+Hk5GSUPlNTU7Fx40bMnTsXcrnxXk43b96M4OBgo/UHABcvXkTnzp2N2qcpuLi4GLwbwu/Vrl0barXaKKe5FWndujVq166N/fv3G63PXr16oUuXLvjuu+8MPi2OiEpiwUtEVk0QBGzatAkqlQpTpkwxWmGak5OD1atXIyQkBAqFwih9AsCtW7dQr149uLi4GK1P4N1uFM2aNTNqn6bi5uZm8L63vzd+/HhERkYatc9u3bpBqVTi2LFjRuuzYcOG+PLLLxEaGorExESj9UtU2bHgJSKrlZubiyVLlqBjx47o27ev0fpVqVQICwvDrFmz4ODgYLR+CwsLcfToUXz66adG6xNA8VfkxppyYWqBgYFGn89qZ2eHzp074+TJk0btt1+/fkhPT8eFCxeM1qe7uzsWLlyIgwcPGnXXCqLKjAUvEVmlpKQkhIaG4vPPP0ejRo2M1m9hYSFCQ0PxxRdfwNXV1Wj9AsDOnTsxatQooxemd+/ehb+/v1H7NKWaNWsadfpBkU6dOuHGjRtGny4wcuRIPHr0CHfu3DFanzY2Npg+fTqSk5Oxfft2zuslMhALXiKyOpcvX8b+/fuxYMECeHh4GK1fQRCwYsUKjBs3DlWqVDFavwDw6tUr5OTkoG7dukbtFwDOnz+PTp06Gb1fU7Kzs0NeXp7R+zXm3rzvmzRpEs6cOYOYmBij9jt48GA0adIEYWFhUKlURu2bqDJhwUtEVmXnzp148eIFZsyYYfRdCdavX49PPvkEtWrVMmq/ABAZGWnUE9XeV1BQADs7O5P0bSpdunTB+fPnjd6vl5cX3N3djb7vrUwmw/Tp07F//348f/7cqH23aNECQUFBWLJkCV6/fm3UvokqCxa8RGQVVCoVQkND0bBhQwwZMsTo/UdGRqJNmzZo3Lix0fs+ffo02rdvD6VSafS+LWHv3dI0bdoUDx48MEnfI0eOxO7du40+TUAmk2HOnDkIDw9HSkqKUfuuUqUKvvnmG2zZsgW3bt0yat9ElQELXiKyeG/evMGSJUswbtw4tGrVyuj979+/H76+vmjbtq3R+87Ly8O1a9fQpUsXo/cNAFFRUejZs6dJ+jYlmUwGmUwGjUZj9L7lcjkGDRqEAwcOGL1vW1tbhISEYM2aNcjKyjJq33Z2dpg7dy4ePnyIgwcPGrVvImvHgpeILNqdO3ewefNmzJs3D9WqVTN6/7/99hsUCgW6d+9u9L4BICIiAhMmTDBJ3wCQmZkJNzc3k/VvSi1atDDZ3cymTZsiKSkJaWlpRu/b3t4es2fPxvLly5Gfn2/UvosO0qhSpQpWr16NwsJCo/ZPZK1Y8BKRxTp06BDu3buHkJAQk0wHuHjxIlJTU9G/f3+j9w0AT58+hYuLi9EXwBVJT083+n6+5tShQwdcunTJZP1PmjQJ4eHhJunbxcUFX331FcLCwkxSlHbs2BGDBg3CokWLTFK0E1kbFrxEZHEKCwuxZs0aeHp6YuzYsSbZX/bu3bt4+PAhRo0aZfS+gXc7Puzatctk/QPvpjMEBASYrH9TUygUKCgoMFn/Tk5OaNSoEa5du2aS/r28vBAUFIRly5aZZFsxX19fhISEYN26dXjy5InR+yeyJix4iciipKenY9GiRRgwYIDJjsp9+vQpTp06hUmTJpmkf+Dd3en+/fsb9Uji33v+/LlFLlh7X+3atREXF2ey/vv27YsTJ06YrLD28fHBwIEDsXbtWpP07+DggPnz5+PcuXM4fvy4ScYgsgYseInIYkRHR2Pt2rWYO3euSbYGA4AXL15g7969mD59uslOJktPT0diYqJJj/pVqVRG35ZNDAEBAYiKijJZ/zKZDGPHjsW2bdtMNkbDhg3RsWNHREREmKR/mUyGyZMnQyaTYePGjTykgqgULHiJyCKcOHECZ86cwYIFC+Do6GiSMVJSUrBp0ybMnTvXpHdeN2/ejIkTJ5qsfwC4cOGCye6Am5OLiwuys7NNOkatWrVQUFBg9P1z39eqVSvUrVsXe/fuNdkYgYGB6NatGxYvXoycnByTjUNkiVjwEpGkCYKAn376CRqNBp999pnJ7rpmZ2djzZo1mDt3rknvjN66dQt+fn5wdnY22RgAcO/ePYs6Trg87u7uRt/X9vfGjx+PyMhIk47RtWtXODk54ejRoyYbo0GDBpg6dSrCwsIQHx9vsnGILA0LXiKSrJycHCxevBhdunRB7969TTZOfn4+li1bhlmzZsHBwcFk4xQWFuLo0aPo16+fycYAUPyVtqk+HJhbQEAATpw4YdIx7Ozs0K1bN5OP07dvX2RlZeHcuXMmG8PNzQ0LFy7Ezz//bJLT6ogsEQteIpKkxMREhIWF4auvvkLDhg1NNk5hYSHCwsLw5ZdfwtXV1WTjAMD27dsxevRokxeid+/eNen8YHOrWbMmXr58afJxOnTogFu3biE3N9ek4wwfPhwxMTEmPTHNxsYG06ZNQ0pKCrZt28Z5vVTpseAlIsm5ePEiDh48iIULF8Ld3d1k4wiCgOXLl2P8+PHw9vY22TgA8PLlS+Tn56NOnTomHQd4N3+3Y8eOJh/HnJRKJfLy8kw+TnBwsMn25v39OBcuXEB0dLRJxxk4cCD8/f0RGhpq9EMwiCwJC14ikgxBELB9+3YkJydj+vTpsLGxMel4P/zwA/r372+Wrbu2bt2KoKAgk48DAAUFBbCzszPLWObSpUsXk04DKOLl5QUvLy+z7Gs7depUHDx4EElJSSYdp3nz5pg4cSKWLFmCV69emXQsIqliwUtEkqBSqRAWFoYmTZpg8ODBJh8vIiIC7du3x0cffWTysU6dOoWOHTuapQhNSEiAj4+PyccxtyZNmuDhw4dmGWv48OHYs2ePyacByGQyzJ49GxERESZflOft7Y358+dj+/btuHnzpknHIpIiFrxEJLrXr19jyZIlCAoKQosWLUw+3r59+1CnTh20bt3a5GPl5ubi+vXr6NSpk8nHAiz/dLWyyGQyyGQyaDQak48ll8sxePBg7N+/3+Rj2draYu7cuVi7di2ysrJMOpadnR3mzJmDJ0+emOXPRiQlLHiJSFS3bt1CREQEvvnmG1SpUsXk4x07dgz29vbo1q2byccCgC1btph8z933ZWZmmnzxnVhatmxptruTTZo0wcuXL5Gammrysezt7TF79mwsX77cLPOUR40ahRo1amDlypUmPbqZSEpY8BKRaA4ePIiHDx8iJCTELF/3X7hwAenp6SbfFqxIdHQ0XF1dTb4grkhaWprVFrsA0L59e1y+fNls402cONEsC9gAwNnZuXj/XHMUoe3bt8fQoUOxePFisxT1RGJjwUtEZldYWIjVq1ejSpUqGDNmjFn2i719+zYePXqEkSNHmnws4N0CvD179phtPAA4efIkAgMDzTaeuSkUChQWFpptPCcnJzRp0gRXr141y3ienp6YMGECli9fbpZtxHx8fBASEoIff/wRjx49Mvl4RGJiwUtEZpWWloZFixZh0KBBZts6Kzo6GmfPnsWkSZPMMh7w7u71gAEDTHpE8e89f/7cKhesva927dqIjY0123h9+/ZFVFSU2b769/HxwaBBg7B27VqzjOfg4IBvvvkGly5dMukJcERiY8FLRGbz5MkTrFu3DiEhIWbZCgwAkpKScODAAUyfPt1sJ4+lpaUhKSnJrEf75ufnQ6FQmG08sQQEBODkyZNmHXPcuHHYunWr2cZr0KABOnfubLbpFDKZDMHBwbCzs8OPP/5oloWBRObGgpeIzOK3337DuXPnMH/+fJMe3/u+lJQUbN68GXPmzDHrMbubN28260I14N38ZHPtBCEmZ2dnZGdnm3VMX19fFBYWmny/3Pe1aNECDRo0wO7du802Zs+ePdGzZ08sXrzY7P+PiUyNBS8RmZQgCNi4cSPkcjkmT55stsIzKysLa9asQUhICGxtbc0yJgDcuHEDH330EZydnc02JgDcu3fPrHeUxeTu7m7yfWt/LygoyKx3eQGgc+fOcHFxwa+//mq2Mf38/DB9+nQsW7YMcXFxZhuXyNRY8BKRyeTk5GDx4sXo1q2bWRdT5efnY9myZZg9ezbs7e3NNm5BQQF+++039O3b12xjAihe4GTOu9hiCgwMxPHjx806pkKhQPfu3c0+bt++fZGTk4OzZ8+abUxXV1csXLgQv/76q1nHJTIlFrxEZBLx8fEICwvD1KlT0aBBA7ONW1hYiNDQUEydOhUuLi5mGxcAtm/fbrZdJ953584dNG/e3KxjiqlGjRqiHJHbvn173LlzB7m5uWYdd9iwYYiNjTXrCWk2Njb46quvkJmZicjISLPsGkFkSix4icjozp8/j59//hkLFy6Em5ub2cYVBAHLli3DhAkT4OXlZbZxAeDFixdQq9WoXbu2WccFgIsXL1aK+bvvUyqVZjmk4feCg4PNtpjsfRMmTMDFixfx5MkTs4776aefokWLFli6dKko/7+JjIUFLxEZjSAI2LZtG1JSUjBt2jTY2NiYdfy1a9di4MCBomzNtXXrVowfP97s4wLvplJUhh0a3te1a1dRvm739PSEt7e3KPvWTp06FYcOHTLr4jkAaNasGSZNmoSlS5fi5cuXZh2byFhY8BKRUeTn5yM0NBT+/v4YOHCg2cffvHkzOnbsiIYNG5p97JMnT6Jz585mOS3u9+Lj461+793SNG7cWLTDEoYNG4Z9+/aZ/Wt+mUyGOXPmYMuWLXj79q1Zx/by8sL8+fOxc+dOXL9+3axjExkDC14iMtirV6+wZMkSTJw4UZS5pHv27EG9evXQqlUrs4+dm5uLmzdvmu0Qjd+LiopCQECAKGOLSSaTQSaTibJnrFwux5AhQ7Bv3z6zj21jY4O5c+fihx9+QGZmplnHVigUmD17Np49e4a9e/eadWwiQ7HgJSKD3Lx5E9u3b8f8+fPh7e1t9vGPHj0KZ2dndO3a1exjA+Lsufu+rKwsuLq6ija+mFq2bIkbN26IMnbjxo3x6tUrs2+PBrybvzxnzhwsX75clHm1I0aMgK+vL1asWGG2E+iIDMWCl4j0tn//fjx58gRz5swR5ev8c+fOISsry+zbgBWJjo6Gh4eH2RfIFUlLSzProkCp6dChA65cuSLa+MHBwdi8ebMoYzs5OWHatGkIDQ0Vpehs164dhg8fjsWLF4tS9BPpigUvEemsoKAAK1euRI0aNTBq1ChRMty6dQsxMTEYPny4KOMLgoA9e/ZgxIgRoowPVN7pDEVsbW1RWFgo2viOjo5o2rSpaEW3p6cngoODsWzZMlG2DatZsyZCQkKwYcMGPHjwwOzjE+mCBS8R6SQ1NRWLFy/G0KFD0b59e1EyREdH48KFCwgODhZlfAA4cOAABg4cCLlcvJfRFy9eVMoFa++rU6cOnj17Jtr4ffr0wcmTJ6FWq0UZv2bNmhgyZAhWr14tStHr4OCAb775BteuXcPRo0fNPj6RtljwEpHWHj16hB9//BEhISGiFVpJSUk4ePAgpk6dKsr4wLupBM+fP0fTpk1Fy5Cfn2/WI5OlqmfPnjh16pSoGcaPH2/2Y4ff5+fnh27dumHTpk2ijC+TyTBhwgTY29tj/fr1oiwkJKoIC14i0srRo0dx6dIlfPPNN3BwcBAlw9u3bxEREYHZs2eLeoxueHi4qHeXgXeHe3Tu3FnUDFLg7OyM7OxsUTMUffgz9/6472vevDkaN26MXbt2iZahe/fu6NWrFxYtWoSsrCzRchCVhgUvEZVLo9Hgxx9/hJ2dHYKDg0UrNLOysrB27VqEhISIemfz2rVraNy4MZycnETLAAD379+Hv7+/qBmkwsPDQ/SFU+PGjUNkZKSoGTp27Ah3d3f88ssvomWoV68eZs6ciRUrViA2Nla0HES/x4KXiMqUnZ2NxYsXo2fPnujZs6doOfLy8rBs2TLMmTMHSqVStBwFBQU4ceIE+vTpI1oG4N2CuaJ9aAkIDAzE8ePHRc2gUCjQs2dPHDt2TNQcvXv3Rn5+Pk6fPi1aBhcXFyxcuBDHjh0TNQfR+1jwElGp4uLisGzZMkyfPh1+fn6i5SgoKEBoaCimTZsGZ2dn0XIAwLZt2zBu3DjRC83bt2+LcsCHVFWvXh3Jyclix0C7du1w//595OTkiJpjyJAhSEhIEPVENLlcji+//BI5OTmIiIgQZUEd0ftY8BLRB86ePYtff/0VCxcuFPVQA0EQsHz5ckycOBGenp6i5QCA58+fo6CgAL6+vqLmAICLFy+KdrKbVCmVSuTm5oodAxMnTkR4eLjYMRAUFISrV6+KdvxykX79+qFNmzZYunSpKIdkEBVhwUtExQRBQGRkJDIzM/HVV1/BxsZG1Dxr1qzBoEGDJLH11tatWxEUFCR2DADv7norFAqxY0hK165dcfbsWbFjwNPTE1WrVsXDhw/FjoIvv/wSR44cQUJCgqg5mjZtismTJ2Pp0qV48eKFqFmo8mLBS0QA3s2TXbp0KVq0aIFPP/1U7DjYtGkTunTpggYNGogdBSdOnEDXrl0lUWTGx8dL4i6z1DRq1AiPHz8WOwYAYNiwYdi/f7/o23PJZDLMnj0bW7duxevXr0XN4unpifnz52P37t24evWqqFmocmLBS0R4+fIlli5dikmTJqFZs2Zix8Hu3bvRsGFDtGjRQuwoyM3Nxe3bt9GhQwexowB4d7paYGCg2DEkp2gRn9hFZlGWoUOHYu/evWJHgY2NDUJCQrB+/XpkZGSImkWhUGDWrFlISEjAnj17RM1ClQ8LXqJK7vr169i5cyfmz58PLy8vsePg119/haurq2T2mJXCnrvvy8rKgouLi9gxJKlVq1aiLtR6X6NGjfD69WvRt0sDADs7O8ydOxcrVqyQxDznYcOGoU6dOli+fLloJ9RR5cOCl6gS27t3L549e4bZs2dL4uv6M2fOICcnR/Rtv4o8efIE3t7eoi+YK5Kamgo3NzexY0hW+/btJfV1+aRJk7B582axYwAAHB0dMX36dISFhaGgoEDsOGjbti1GjhyJxYsXS+JDAVk/FrxElVBBQQFWrFgBX19fjBgxQuw4AIAbN24gLi4Ow4YNEzsKgHcL+Pbu3SuZPACnM1TE1tYWhYWFYsco5uDgAH9/f1y+fFnsKADeHdAxadIkhIWFSWLqR40aNTBv3jz89NNPuHfvnthxyMqx4CWqZFJSUrB48WIMHz4c7dq1EzsOgHd3Ui9duoQJEyaIHaXY/v37MWjQIMjl0nmZfPHiBWrWrCl2DEmrW7cunj59KnaMYr1798bp06cl89V9jRo1MGzYMKxevVoSe+Pa29vj66+/xs2bN3HkyBGx45AVk84rORGZ3IMHD7BhwwaEhIRIpnBKTEzEoUOHMHXqVLGjFEtNTcXLly/RpEkTsaMUy8/Pl8S0E6nr2bMnTp06JXaMEqRw7PD76tevjx49emDTpk1iRwHwbpFfUFAQnJ2d8cMPP0ji7jNZHxa8RJXE0aNHce3aNXzzzTdwcHAQOw4A4M2bN4iMjMScOXNEP73sfZs3b5bUQjUAOHfuHLp06SJ2DMlzcnJCdna22DFK8PHxgUwmQ2JiothRijVr1gxNmzbFjh07xI5SrFu3bujbty8WLVqEzMxMseOQlWHBS2TlNBoN1q9fD3t7e0yYMEEyhWVmZibWrVuHuXPnin7AxfuuXLmCxo0bw9HRUewoJTx48ABNmzYVO4ZF8PT0xNu3b8WOUcK4ceOwdetWsWOU0L59e3h7e+Pnn38WO0qxunXrYtasWVi1apWkpqaQ5WPBS2TFsrKysGjRIvTq1Qvdu3cXO06xvLw8LF++HHPmzIFSqRQ7TrGCggKcOnUKffv2FTtKCRqNpnifWapYYGAgjh8/LnaMEhQKBQICAnD06FGxo5QQGBiIgoICnD59WuwoxZydnbFgwQJERUVJbnoKWS4WvERWKjY2FitWrMDMmTNRr149seMUKygoQGhoKKZNmwYnJyex45SwdetWjBs3TuwYH7h9+7YkDuGwFNWrVxf9ZLHSfPzxx3jw4IHkplwMHjwYSUlJktrSTS6X4/PPP0d+fj7Cw8MlscCOLBsLXiIrdPr0aRw7dgwLFy6U1CEFGo0Gy5Ytw6RJkySzt22RpKQkaDQa+Pj4iB3lAxcvXpTMSW+WQqlUSuKQhd8LDg6WzN687xs3bhxu3ryJhw8fih2lhL59+6J9+/b4/vvvJfn3SZaDBS+RFREEAREREcjJycGXX34pqS21BEHAmjVrMGTIENSoUUPsOB/YunUrxo8fL3aMUhUWFnKHBh1169YNZ86cETvGBzw8PFC9enU8ePBA7Cgf+Pzzz3Hs2DHEx8eLHaWExo0bY8qUKQgNDUVSUpLYcchCSefdkIgMkpeXh6VLl6JNmzbo16+f2HE+sGnTJnTv3h1+fn5iR/nAb7/9hh49ekiyqIyLi0OtWrXEjmFxPvroIzx+/FjsGKUaMmQIDhw4ILntt2QyGWbOnInt27dLbkqIh4cHFixYgH379uHKlStixyELxIKXyAq8ePECS5cuxeTJkyW5kn/nzp1o3LgxmjVrJnaUD+Tm5uLu3buSOYTj96KiohAQECB2DItTtMhPSievFZHJZBg+fDj27NkjdpQPyOVyzJ07F+vXr0d6errYcUqwtbXFzJkz8fz5c+zatUvsOGRhWPASWbirV69i9+7dmD9/vuTmxQLAkSNH4OHhgY4dO4odpVSbNm2S3J6778vOzpbUPGxL0qZNG9y4cUPsGKVq2LAh3r59i5SUFLGjfMDOzg4hISFYtWqVJOfNDhkyBPXr10dYWJhkTrAj6WPBS2TB9uzZg4SEBMyaNUuSX8efPn0aKpUKvXv3FjtKqR49eoSqVatK8oMC8O7ENzc3N7FjWKx27dpJaueB3wsODpbMaWe/5+DggOnTp0u2qGzTpg3GjBmD7777TnJ7LpM0seAlskBqtRrLly9HnTp1MGzYMLHjlOr69etITEzEkCFDxI5SKkEQsG/fPgwdOlTsKGU6ceIEAgMDxY5hsWxtbSU5paGIg4MDWrZsiUuXLokdpVTu7u747LPPEBYWJrn5xsC77efmzZuH8PBw3L17V+w4JHEseIksTEpKChYvXoyRI0eibdu2Yscp1aNHj3D16lXJ7noAAHv37sXQoUMltZPF7718+RI1a9YUO4ZFq1evHmJiYsSOUabAwECcPXsWKpVK7CilqlatGkaOHIlVq1ZJci9cpVKJkJAQ3LlzB4cPHxY7DkmYdF/piegD9+7dw08//YR58+ZJcmsvAEhISMCRI0fw5Zdfih2lTCkpKUhOTkajRo3EjlKmvLw82NnZiR3D4vXo0UPyp3WNGzcOkZGRYscoU926dREYGIiNGzeKHaVUMpkM48aNg7u7O9asWSPpu/okHha8RBbiyJEjuHnzJr7++mvY29uLHadUr1+/xtatWzF79mxJH4O7efNmSS9UA4Bz586hS5cuYseweE5OTsjJyRE7Rrlq1qwJGxsbJCQkiB2lTE2bNkXz5s2xfft2saOUqUuXLujfvz8WLVqEjIwMseOQxLDgJZI4jUaDH374Ac7OzggKCpJsIZmRkYH169cjJCQENjY2Yscp05UrV+Dv7w9HR0exo5Tr4cOHaNKkidgxrIKXl5fkFzaNGzcO27Ztk+S0gSLt2rVDtWrVcOjQIbGjlKl27dqYM2cOVq9ejejoaLHjkISw4CWSsMzMTCxatAh9+/ZFt27dxI5TptzcXKxYsQJz586V9NfwarUap06dkuyuEUU0Gk3xPrJkuMDAQBw/flzsGOWytbVFYGAgjh07JnaUcvXs2RMAcPLkSVFzlMfJyQkLFizA6dOnJZ2TzIsFL5FEPX36FKtWrcKsWbNQt25dseOUSa1WIzQ0FNOnT5f8XdOtW7di3LhxYseo0K1bt9CiRQuxY1iNatWqSe7ksNK0bdsWDx48QHZ2tthRyjVw4EC8evVK0ieeyeVyTJkyBWq1Gps2bZL0nXMyDxa8RBJ06tQpREVFYcGCBXB2dhY7Tpk0Gg2WLVuGzz77DB4eHmLHKVdSUhIAwMfHR+QkFbt06RI6dOggdgyrYm9vL8lDFH5v0qRJCA8PFztGhcaMGYPbt2/j/v37YkcpV58+fdCxY0d89913FvH3T6bDgpdIQgRBQHh4OPLz8/H5559LesssQRCwatUqDB8+HNWrVxc7ToUs5e4uABQWFkryIBFL1q1bN5w5c0bsGBVyd3dHzZo1JV9IAsCUKVNw4sQJxMXFiR2lXI0aNcIXX3yB0NDQ4g++VPlI992UqJLJzc3F999/j/bt26Nv375ix6nQTz/9hJ49e6JevXpiR6nQsWPH0KNHD4soImNjY1G7dm2xY1idhg0b4vHjx2LH0MrgwYNx8OBBSR728D6ZTIYZM2Zg586dePXqldhxyuXh4YEFCxbgwIEDkj3og0yLBS+RBCQlJSE0NBRTpkxB48aNxY5ToR07dsDf3x/NmjUTO0qFcnJycP/+fbRr107sKFo5efIkAgICxI5hdWQyGeRyuUXs0SqTyTBixAjs3r1b7CgVksvlmDt3LjZs2IC0tDSx45TL1tYW06dPx8uXL7Fjxw6x45CZseAlEtmVK1ewb98+LFiwQPLzYAHg8OHD8Pb2Rvv27cWOopXw8HDJ77n7vqysLEnP27Zkbdq0wfXr18WOoZUGDRogNTVV8tupAYBCoUBISAhWr15tEfNkhwwZgkaNGiE0NFSyJ9yR8bHgJRLRrl278Pz5c8ycORO2trZix6nQqVOnUFhYiMDAQLGjaOXhw4eoVq2aRXyQAN6dAGcpWS3Rxx9/jGvXrokdQ2sTJ060iAVsAODg4IAZM2YgNDQUarVa7DgVatmyJcaPH48lS5ZYxA4eZDgWvEQiUKvVWLZsGfz8/DBkyBCx42jl6tWreP78OQYPHix2FK1oNBocOHAAQ4cOFTuK1k6cOGExHyYska2trUVMaSji4OCA1q1b4+LFi2JH0Yqbmxs+//xzhIWFSX7+MQBUrVoV8+bNQ0REBO7cuSN2HDIxFrxEZvb27Vt89913GDNmDFq3bi12HK08ePAAN27csJhdDgBgz549GDp0qEUd3vDq1SvUqFFD7BhWrX79+hZ1AlfPnj1x9uxZi/nqvWrVqhg9ejRWrlxpEXvfKpVKhISE4P79+5I+QY4Mx4KXyIzu3r2L8PBwzJs3D9WqVRM7jlbi4uJw7NgxfPHFF2JH0VpKSgrevHmDjz76SOwoWsvLy5P0KXXWonv37jh9+rTYMXQSFBSEyMhIsWNorXbt2ujduzc2bNggdhStyGQyjBkzBl5eXlizZo1FfQtA2mPBS2Qmhw8fxp07dxASEgKlUil2HK0kJydjx44dmDVrlkXdKQ0PD8ekSZPEjlEmQRA+uGN39uxZdOnSRaRElYeTkxNycnI+eDw/P1+ENNqpUaMGFAoF4uPjxY6itSZNmqBly5bYtm2b2FG01qlTJwwYMACLFi1Cenq62HHIyGSCJXznQGTBCgsLsX79ejRr1syiCpr09HSsWrUK33zzjWTvPL558wbe3t4lHrt06RKysrLQq1cvkVJVLCMjA3369EGjRo3QuXNnjB49GpGRkZg5c6akP1hcuHABGzduLLGfcXR0NBo0aFD8s4eHB/7xj3+IEU9r27ZtQ2BgIJ48eYLdu3fj0aNHaNCgAcLCwsSOVqaCggJ8//33WLBgQYl/IxkZGbCzs4O9vb2I6cp26tQpZGRkYNCgQWJH0VpOTg5WrlyJYcOGlfi3TZaNBS+RCWVkZGDlypUICgqyqMMEcnNzsXTpUnz99ddwcHAQO06ZBg4ciCpVquCf//wnqlevDrVajbCwMMyfP1/saBXq1asXHj58CODdvEd7e3v0798fQUFBqF+/vsjpSpeSkoL+/fsjISGhzGsmT56M//mf/zFjKu3l5ubil19+wb59+3D37l2kpKQU32n/4x//iFmzZomcsHzXr19HcnIy+vXrB0EQsGHDBqxduxZLlixBt27dxI5XpsOHD8PR0dGi9pcWBAGbNm1CrVq1JP3hmbTHKQ1EJhIdHY01a9Zgzpw5ki12//SnP+Hp06clHlOr1QgNDcWMGTMkXewC7+56HT16FEOHDsX333+PiIgIjB8/XuxYWqlSpUrxfycnJyM+Ph5r1qzBwIEDMXDgQCxevFjEdKXz9PRE9+7dy3y+bt26WLhwoRkTaScmJgZjx45Fr169MHv2bPz22294+fJlcbFra2uLTp06iZyyYm3atMGTJ09w7do1jBo1Cv/4xz+QlJSE2NhYsaOVa8CAAXj9+jUuX75c4nFBEPDnP/9ZkvllMhkmT54MANi4caNFLMCj8rHgJdLTs2fPynzu5MmTOHPmDBYsWAAnJyczptKeWq3GqVOnMHnyZNy+fRvAu628wsLCMGXKFLi7u4sbUAtFczETEhKwdOlS/PDDD0hMTBQ5lXbeL3jfl56ejpcvX+Ljjz82cyLtfPvtt6hVq1apz/Xs2RNubm5mTlSx2rVrw9bWFnFxcaUWLt7e3hZxwmFubi7i4uIwbtw4XLhwobhgt4S5vaNHj8a9e/dw7949AO9ea77++mtERERIekFer1690LVrVyxevLjUud8A8Pz5c+Tl5Zk5GemKBS+RHvLz8xEUFIT169eXeLzoazC1Wo3PPvtM0vMxz549i/j4eMTExGDatGk4c+YMVq5ciZEjR1rEDhJ5eXnIzs4u/lmj0SA+Ph6ff/455syZg4yMDBHTVaysu/5Vq1bF3/72N8l+/VvWXV6p3t0F3p0E9uOPP5Y5h97Ly0uyH0yLHDhwAIMHD8bWrVtL/LsHIPkjfYtMnjwZJ0+exJMnT/Dll19iz549UKlUxR+4paphw4aYOnUqwsLCPpjOk5WVhYkTJ2LVqlUipSNtseAl0sO6desQFxeHVatW4cKFCwDe3X357rvv0LFjR/Tp00fkhBU7cOAACgoKALzbemzq1KlQKBSoW7euuMG09ObNm1KPMU1JScHu3bvxySefSPpub6dOnSCXl3wJ9vb2xn/+539iwIABIqXSTml3eaV6d7eIUqnEpk2bSj0Su6y77VIREhKC+fPn4/79+6U+n5WVZeZE+imaJhAcHIxffvmlePuvZ8+elXn3VCrc3NywcOFCHD58uPg1X6PRYOrUqXj48CGOHj3K7cwkjgUvkY40Gg1+/vlnAO8OCvj2229x8+ZNhIaG4ssvv0SjRo1ETqidJ0+elPg5PT0da9asQUREhEiJdJOcnFzmG32TJk3w7bffwtfX18yptOfv7w8vL6/inz08PLBgwQKMHDlSxFTa+f1dXinf3X2fg4MDNm3a9MGBL1IveP/yl78gMDAQrq6upT7/+zu+UpWWloagoKAPpmAkJibiyJEjIqXSno2NDaZNm4a3b99i+/bt+Mtf/oIzZ84AeHc4z86dO0VOSOVhwUuko/379+PBgwfFP0dHR2Pq1KmYM2eORcx7Bd7NeS1tDvLr16/xz3/+E8uXLxchlW7i4uI+uKPi7e2NiRMn4uDBg5I/stnDw6O44HVzc8OcOXMwYcIEkVNp7w9/+EPxXV6p3919n6urK8LDw9G8efPix/z8/ERMVDFPT0+sWbMGq1atQsuWLT943hIK3hcvXmDs2LG4cuVKqc8fO3bMzIn0N3DgQMTFxWHLli3Fr0EFBQXYsWOHyMmoPCx4iXQUGRn5waEBiYmJmD9/vsWs5N2xY0eZ8/7S09MRGRkp+eNX4+Liiv/b1tYWHTp0QEREBP71r39JfneJIm5ublAqlZg6dSq++uorsePoxMvLC927dy/+qteSeHp6YtOmTWjSpAnkcjk6d+4sdiStBAQEYP/+/Zg2bVqJI6gtoeD961//Wu7iuqdPn1rM6+fNmzexc+fOD94H7ty5g7Nnz4qUiipiK3YAIilISkpCUlIS8vLy4O7ujoYNG5ZaNF25cqXMBRZHjx5FaGgovv76a1PHLVdqaiqePXuGzMxMuLi4oE6dOiW+OgeAGzdufNCuatWqaNq0KQYMGICRI0dK4rCJvLw8PHnyBKmpqbC3t0eNGjWK7yq+evUKwLuv0ydMmIBp06ZJepGgIAh4/Pgx3rx5A+Dd3WiVSoVx48Zh7ty5IqfTXUJCAvr06YNnz54hPj4eDRs2lOzhB6WpVq0afvrpJ3zyySfw9vbG9evXi39n6tWrBw8PD7EjlkqhUODPf/4zgoKC8B//8R+4ePFi8b8p4N1agidPniAtLQ329vbw8fGBj4+PiInf+eGHHxAdHY21a9fi+vXriI6OLl5DALybx3v//n34+/sXP6bRaPDo0SOkpKRAJpPB29sbDRs2FPX3PCUlBfPmzcPz588/eC4nJwdr165F165dS20bFxdXvB2eu7s7GjVqJInX2cqCB09QpVVQUIDtO/bgp027kJJhBw3coRFsYCNXQSFLhn8TH/zxD7PRsGHD4jaTJ08u96s3T09PbNiwAe3atTPHH6GYIAg4d/4Cli5dh/jnOSgQvFCoUcBGXgBb2Vv4VLfD3NlT0LNnD+Tn56Nr16548eIFHBwc0KhRI3To0AFTp06VzO4MT58+xb8WrcCtO7FQa6qiUKOEXF4IOTLg7pyD4AnDsHv3djg5OWHFihUfFPRSkpaWhrDla3Hst0vIUXlCIzgCAOSyHChtXqPfJ50xd/ZUi5gOo1KpELl1JzZH7EValiM0cIVGYwMbeT4U8mS0bFYHf/x2DurVqyd21AoJgoCTJ0/hu+9/QPJbzf//nbGFjVwNW9lb1K7piK+//hJdOneS7AcpQRAQGRmJf/zjH9i2bRvClv+I+w+eQyVUQaHGDnJZIeRIg6ebCpODR2LM6OGwtRX/PldhYSGOHDmC3bt34969e0hKSgIAfP755/j73/+Ot2/fYmnoapw4dQ35Bd4o0DhABsBGlg1HuxR82q8rZs38ssw5zaY0dOjQMqdlAO/eA/bt21c8TSY/Px+bwiOxbfthpGc7oVBwhSDIYSvPh8ImGW1b+eEPC2dLdq92a8KClyqlCxcvYe7Xf0eh3B+Obo0hk304u0eVnwF11jV85GeHnzaswMuXL9G/f/8SUwGqVKmCGjVqwNfXF40aNcInn3yCpk2bwsbGxmx/luTkZIyfMB0pmVXg4NYaNjbKD67RFKqRk34Drg7PMXxoIFatWoWePXti8uTJ6NChg2Te0NVqNb78KgR3HqRD4dwOdsoP54UKggbZGY8gV93Gd4v+iJ49yz4IQWzfLVmObTtPAso2cHQu/S5bTlYikH8DY0f1xPxvZps3oA5OnjyNBd/+G4W2zeDk2qiM35l0qLOuoFljV6xfF1biCGIpef78OcZPmInMvJpwcG0Fuc2HOQsL85GbcROezsmIjFiNqlWripC0Yvn5+ZgQPA1P4wqhcP4YdsoPi0BB0CAn/SFsNPcQtvQv6NSxgwhJS5eWloYff/wRR48eRWpqKgYNHo39hy79/9+ZGqW2ycmMB/JvYMrkAZgx/Quz5k1JScGpU6dw9uxZJCYmIjExES9evEB+fn7xNUOGDMGqVatw5Jdj+Mt/hUFj2xyOrh+V+jqbn5eKwpyraN2iCtasWmLW947KhgUvVTpHjx3HH/5zFZy9+kMmr/jFJS/7OTzsb0Bpl4+4uDg0btwYtWrVQrdu3dCtWzd4enqaIXXpnj9/jqEjvoCNc38o7JwrvL5AnYPclP2I3ByKJk2amCGh9tRqNYYOn4jkTH84OJV+sMH7BEGDrDe/4L/+NAlDBktvG68/fPs3HD+bAke31hVfDCAn/QZ6dfXEv//1VxMn092+/Yfwt/8Jh7N3v1IL3d/LzU5AVZf72LcnXHJFb2xsLEaOmQE7t4GwVThWeL1alYXCrJ+xb/d61KxZ0wwJtZeXl4chQyciNa8N7J1KLw7fJ2gKkf32Z/zrf2agbx/pHZc76bMZuB9tDwfXFlpdn512CYP71cNf/yzeHPKCggI8ePAAv/zyCx4/foynT58iISEBISHzsT78JJw8+2h1QyE3Oxa+Xk+xa8dGFr0mwoKXKpUHDx4iaNK3cPIeotNdzbycF6jqfAv7922RzItRbm4uen8yGoL9p1q9cRcpLMiDJusQjv6yFS4uLiZMqJuJwdPwKN4X9k7abyUmCAKy3x7Cj2v+gtatP1y9LpaVq9bjp8ibcHDT7bS0nLQr+CyoNWbOMO9dq/LcuHELn0/9O5y8B+r2O5OdiEa1E7E5fI0J0+kmMzMTffuNhdx5EGxstZ9vXKDOgTzvCI79ukNSCyJHjfkM8cmNoHSsrnUbQRCQ/WYftmz6N5o0kc7pcosWL8POA8/g4Krb73F26gXMntoTkyeNM1Ey3R04eAh//e9NcKmi2wfx3OxYtGqUhnVrQ00TrJLjLg1Uqfz5r4vg4PGpzl/h2zvWwPM3zrh1SzonAq394SfkCq10KnYBwMbWHmrbjli2bK2Jkunu0aNHuPc4R6diF3i3kb2jRz/89W/fmSiZ7tRqNSIiD+tc7AKAo3s7REQeLrGYR2x//dt3cPTsp/vvjJMv7j3OxePHj02UTHdhYWugsumoU7ELALYKR+QIrfDD+p9ME0wP165dR0ycXKdiF3j3O+Pg0R9//usiEyXTXV5eHnbvO6lzsQsATh6dsO7HHdBoNCZIpp/VayLg7NVP53YOTnVx/dZrizgq2hKx4KVK4+3bt4hNyIaN7YdzXLVh79IWi5esNnIq/QiCgL37j8HJpb5e7R2dfXHk6DnJbAP0r0UroHTRb6Gf3EaB568KS101LYYdO/ciX2hY8YVlyBcaYMfOvUZMpL/nz58j6WVBqXNctaF0+Rj/+vcKI6fSjyAI+OXYeTi5VDxdpjROLvWxZ88xyfzOLF6yBvauun+oAgAbWyXiErLx9u1bI6fSz08/bUGBTP8pVjkFtfHzz78aMZH+nj59iuQUhVbT5Upj6/Qx/r1I+vugWyIWvFRpLA1dDdi10ru9rcIB0U9TJXFu/bnzF5CZW9WgxWY5Kh8c++24EVPpJzs7G/cePIfCTv/pFXKHNlj0nTQKq5827YKTm/5fFTu5NcHGTdI4sWnR4hWwcWyrd3uFnQvuPUiSxLGxvx79DTlq/U/ek8lkyMyrgvMXLhoxlX7S0tIQE5sKW4UB0yuUrd69JkrA9p1H4OjaQO/2Tm7NsWrtZiMm0t+/Fq2Awkm/DyIAoLT3wLUb0SUWwZFxsOClSuPm7cdlrvrVVr7GB9evXzdSIv0dOnQMCkfDjjBWujTBgQNHjZRIf3fu3IFKY9hiIHsHbzx+nGCkRPoTBAGp6YVaLewqi0wmR2paoSTuJD5+kgB7B2+D+sjX1MCdO3eMlEh/Bw8ehb2zYQs1FY6NcfCg+L8z165dQ36hYXvrOjjVwM3b4k83UalUyMyWGfThXS63RUqqquILzeBZ3KtSd5fRhUpTTVJTgawFC16qNNRqw+d4yeQOePXqTcUXmtibt6k6z939PVtbB6Smphspkf5SUlJRKBi++brKCH+/hsrJyQFkhu9zKsBWEndFjfH/tFCjREpKihHSGCYlNU3nubu/Z2vriLdvU42USH/JyW8gkxv2+w8ABWrxP1Slp6cDMsMPLCkohCTm8RrjfaZQo5TEN4nWhgUvVRo2Nob/c9doCuDoKP5pUnZ2CgiaQoP6EAQNFArxN6G3t1dCBsPfJORy8fcStrOzgyAY9vcCADIUSuIEJrkR3iFkskJJnMCmUCggCIb9O9MIBVAqxf97cXCwh0Zj+MJGuY34vzPvtq0zxu8MJLGfuI0RfmlkMmn8/lsbFrxUaSjt5AYXibayLPj4iL8XZ906vsjPNWzBSX5uCmrXFv/I0erVq8NWnmlQH4KggZ1C/Dc7hUIBhY3hxbutjUYS+9faKeQGF4m28ixUr67bTgKmUKe2D/JzDbvTrMpNQZ06+s8DNhYfn5qwlRn4O6MphNJO/BLA1dUVMuQZ3I+dQpBEwatQCAZPR7KRZUrid8baiP+vnchMJgYNQ3bGPYP6cFK+Qps2bYyUSH+TJ42DrMCwP4sm/xa++jLYSIn016RJEzjbG1aIZGc8wphR/Y2UyDANG1SDWp2td3u1KgsfNTRsrrmxjBr5KbIzHhnUh4t9Cho3Fn+/16lfTYKQf8ugPmQFdyWx32vbtm3hZPfSoD6y0+8ieOJwIyXSn1wuR706nigs0L/oVeWlobl/HSOm0t/AT3sgJ/Op3u0FQYCrUzbq1JHGn8easOClSmPIkIGwlz/Tu31OVhJ6B7aH3Bjf8xqoatWqqO1jj8JC/RZqaDQFqFEF8PUV/26VTCbD4EEByM7Q/+9GiScYO3akEVPp79uFs5CfcVXv9vmZV/HtwplGTKS/8eNGQYknerfPznyGIYMDJXHnzdfXF9WrQO+pAIWF+ajj44gqVaoYOZnu5HI5egW2R05Wkt59ONjGYfAgaZxQOH/eVORm3tC7vTr7Kr79wxwjJtLf558Hw1aj/82InIwnGDdGGn8v1kb8d24iM7GxsUFAjzbIydJvU28h9zLmzplq5FT6+3rul8hJvaRX2+zUK5g1c7JxAxlg2lefAarren0VmJv9Ah3aN5bEFAAA8Pf3h5d7NgoLdN9WqLAgH17uOWjatKkJkulOoVCgQ/vGyM1+oXNbQRCAvGuY+tVnJkimn5nTJyE79YpebXNSLyEkRDon4IXMnQYh97JebXOy4tGze2vJnBrZvn07uNq/hqZQrXPbAnUOqlcRULduXeMH04ODgwNaNquDvNzXOrcVBAHygtuYFDzeBMmIBS9VKn/9yx/gYX9b57l82alnMXfWWHh4eJgome66deuC7p2rIidTt6+cc7Oeon0rJ/T7pI+JkunO2dkZf1zwBbJTTurUTpWfDmeby/jX//7FNMH0tHbVv5CXdlCnu4kaTQHy0g5h7ap/mTCZ7v71v3+Bs81lqPJ129EjJ/Uk/uPbr+Dk5GSiZLr79NO+aNfKAblZun3lnJP5CD27VEe3rl1MlEx3Hh4emDtrLLJTz+rULj83BZ4Ot/HXv/zBRMn0s2rF/yAn5aBOc8Y1hWqo0g/jhzXSOTUOAJZ+/w8oC09DrcrSqV12yjH8/b/mQqnU73AkKh8LXqpU7OzssHvnBrjYnkNudsVfBwqCBtkpJzB5fHsEB4s/d+/3Qr//X7RpmoucdO3mJuZk3EXT+m+wepV0juItMnLkEEz/IhDZb49q9aaXl/MK9poo7N75oyR2AXhf/fr18cOq/0Zeyj4UqHMrvL5AnYvclL34YdXfUb++fqfnmYq9vf27/8eaKOTlvKrwekHQIPvtUUz/ohdGDB9shoS6WbPqezSt/wY5GXe1uj4n/RbaNs3D90v+x8TJdBccPA7B49oh6+1xrX5ncrOT4Ko4h107NkhuF4CmTZtgeegfkfNmr1bfjqhVWchP24dNGxbDx0f8xbfvc3Jywu6dP8JW9SvycpMrvF7QFCLrzc/4ZvZQfNpPOjcirI1MkMLu5kRmlp+fjyFDxyItUwYVPoKTa6MS8wzVqizkZ16Fo10KhgwOwIL5X4uYtmIrV63Hth0/I1tVA46urUocBavRFCAn/RYcbRMwYlgfhITMkMScyrJERZ3GPxetxJtUeyhdPi5xApsgCMjJeAJb4SE+bu2H7xb/HQ4OBpw2ZWIJCQn4+pu/Ii4xG4KiNRydS668zsl6Aahuom4tJyxd8jfUqqXfsbfmkJubi/kL/oKrN2JQIGsMR9eGv/udyYQq6yq83PPwx4UzERDQXcS05RMEAaGhq7B737vT1xzdWkIu/78t+jSFauRk3IST4jnGjhmAmTOkM5WhNL/88huWLP0Bb9OdoHT9GArF/91VFwQB2RmPYIfH6Ni+MRb9678kV+y+LyYmBvMX/jcSnudBpmwDB6eqJZ7PyUqCTH0L9eu4IvT7/0aNGtJY4Fma7OxszPvmz7h5Jw4F8qZwdKlf4ndGlZ8OddZVVPVS40//ORddOncSMa31Y8FLldLhw4dRq1YtNG7cGDNmzsXzFxnIVwnIyMiCh7sLFIpCfPn5WAwdOhRLly7FtGnTJF1YAe/e2KKiTmLFqk3IyFRDrS6EQmEDZydbTJs6AZ/07S3pQvf3Hj9+jH/+ezkSk95CpdbA1kYOO4UMw4b2xqTg8Rb1td+bN2+wNHQ1rlx7gOzsd3evnJyUaNe2CeZ9PQNeXl4iJ9Refn4+NoVHYu++36BSCygo1MBOIYevjxf++IfZ+Oijj8SOqDVBEPDr0d+wfMVGpKbmQGFnj3xVLqpXdcPc2VPQs2cPi/qduXfvHv69eBVevkxDvroQtjZyKO1kGDXyUwSNHy3pQvf3Xr16hSXfr8LNW0+gLtAAMhkUNkDnTi0xd85USU0vq0hubi5+/DEch46cgloNFBZqoFDIUa9ONfxh4Sz4+fmJHbFSYMFLlU5GRgY2b96MmTNnoqCgAOvXr8e0adMAAGvXrsXUqVPfvalv2oSvvvoKb968wZ49e/DVV1+JnJyswdWr73Zw+Pjjj0VOQkUuXrwIpVKJ1q1b49y5c3B1dUXz5s3FjkVERsQ5vFTphIeHIzj43f6zV65cQbt27T64RqlUQq1+t2LY29sb7u7uiI6ONmtOIjKPmJiY4rtsfn5+iImJETkRERkbC16qVG7fvo169erBxeXdvNCbN2+idevWpV5bs2ZNJCW9W9g2cuRI7N692+ATdIhIejIzM+Hq6goAqFatGl6+NOxQByKSHha8VGkUFhbil19+Qf/+707kEoR3R0CWdZBEQEAATpw4AeDdRu8DBw7EgQMHzJaXiMzPkubsEpH2WPBSpbFz506MGjWq+A3t0aNH5S6wcXd3R0ZGRvHP/v7+SEpKQlpamqmjEhERkRGx4KVKITk5GdnZ2ahXr17xY2fPnkXXrl3Lbefs7Iz09P/bcD84OBjh4eEmy0lE5pWfn//B7gUymQwajfYHIBCR9LHgpUohIiICEyZMKPFYfn5+hQcWBAYG4uTJk8U/Ozs7o1GjRrh27ZopYhKRmcXGxqJOnTolHqtZsyaeP38uUiIiMgUWvGT1Tp8+jfbt25fYt/Xly5eoVq1ahW1r1aqFxMTEEo/17dsXx48fR0GB9sfGEpE0xcTEoEGDBiUea9CgAXdqILIyLHjJquXl5eHatWsfTF2IiopCYGCgVn3Y2tpCpVIV/yyTyTB27Fhs27bNqFmJyPwSExPh6+tb4rG6devi2bNnIiUiIlNgwUtWrbSpDACQmpoKT09Prfro1KkTLl68WOKx2rVro6CggF97Elk4jUYDGxubEo85ODggLy9PpEREZAoseMlqPX36FC4uLqhSpUqJx7OysuDo6Kh1P82bN8edO3c+eHz8+PGIjIw0OCcRERGZFgteskqCIGDXrl0YOXLkB8+dPHkSPXv21Lqvom3Mfn/ohJ2dHbp27Vq8Vy8RWRYeJENUebDgJat06NAh9O/f/4OvKgEgLi4OdevW1am/Zs2a4e7dux883rFjR9y6dQu5ubn6RiUikbx58wbe3t6lPufk5ITs7GwzJyIiU2HBS1YnIyMD8fHxaNas2QfPFRQUlFoEV6Rjx444f/58qc9xb14iyxQTEwM/P79Sn6tfvz6ePn1q5kREZCoseMnqhIeHIzg4uNTnLl++jPbt2+vcp1KpLHMbMi8vL3h6euLJkyc690tE4omOji6z4G3QoAGio6PNnIiITIUFL1mVW7duoX79+nBxcSnz+VatWunVt4+Pzwd78hYZMWIEdu/ezTmBRBYkKysLrq6upT5XtWpVvHr1ysyJiMhUWPCS1SgsLMSvv/6KTz/9tNTnBUGAIAiQy/X7Zx8QEFDmAjW5XI4hQ4Zg//79evVNRNJStFiViKwDC16yGjt27MDo0aPLfKN6+PAhGjVqpHf/bm5uyMzMLPP5Jk2a4MWLF0hNTdV7DCIiIjI+FrxkFV6+fInc3Nxyd184e/YsunTpYtA4Li4uSE9PL/N5LmAjsgz5+fmws7Mr9xqZTAaNRmOmRERkSix4ySpERkYiKCio3GtUKhXs7e0NGicwMBBRUVFlPu/k5IQmTZrg6tWrBo1DRKYVGxtb4faEPj4+PE2RyEqw4CWLd/r0aXTo0AFKpbLMa16+fIlq1aoZPJavry+SkpLKvaZv376Iiooqc1cHIhJfeVuSFfHz80NMTIyZEhGRKbHgJYuWm5uLa9euVThV4cSJEwgMDDTKmLa2tlCpVOVeM27cOGzdutUo4xGR8SUkJMDX17fca+rWrYtnz56ZKRERmRILXrJoERERmDhxYoXXpaamwtPT0yhjdu7cGRcuXCj3Gl9fXxQWFlZ4N5iIxCEIQoWH0Dg4OCAvL89MiYjIlFjwksWKiYmBq6trmUeDFsnKyoKTk5PRxi3rmOHfCwoK4l1eIiIiCWDBSxZJEATs3r0bo0aNqvDaqKgo9OzZ02hjF217VtEhEwqFAt26dcPx48eNNjYRGY4HxBBVPix4ySIdPHgQ/fv31+oQifj4+ApXY+tK27u8HTp0wJ07d5Cbm2vU8YlIf2/evKnwm6EiTk5OyMrKMnEiIjI1FrxkcdLT05GYmIhmzZpVeK1ara5wnp4+OnXqhPPnz2t1bXBwMDZt2mT0DESkn+joaDRo0ECra/38/PD06VMTJyIiU2PBSxYnPDwcwcHBWl17+fJldOjQwegZ7OzstN52zNPTE97e3nj06JHRcxCR7rTZkqwItyYjsg4seMmi3LhxAw0aNICzs7NW19+6dQstW7Y0SRZfX18kJCRode3w4cOxb98+zh0kkoCsrCy4uLhodW3VqlXx6tUrEyciIlNjwUsWo6CgAL/99hv69eun1fWCIEAQBK3m+eqjZ8+e5Z669j65XI4hQ4Zg3759JslCRKZRtEiViCwbC16yGNu3b8eYMWO0fgN68OABGjdubLI8bm5uyMzM1Pr6xo0b49WrV0hJSTFZJiIiIvoQC16yCC9fvoRKpULt2rW1bnPu3LkKT2AzlIuLC9LS0rS+Pjg4GJs3bzZdICIqV35+Puzs7HRqI5fLodFoTJSIiMyBBS9ZhMjISAQFBenURqVSwd7e3kSJ3gkMDNR6WgMAODo6omnTprhy5YoJUxFRWWJjY3XeprBmzZp4/vy5aQIRkVmw4CXJO3nyJDp16qTTXZkXL16gevXqJkz1jq+vr85vhH369MHJkyehVqtNlIqIyqLLlmRF/Pz8EB0dbaJERGQOLHhJ0nJzc3Hjxg106tRJp3YnTpxAYGCgiVKVpFAokJ+fr1Ob8ePH89hhIhEkJibCx8dHpzb16tXDs2fPTJSIiMyBBS9JWkREBCZOnKhzu7S0NHh4eJgg0Yc6d+6MCxcu6NTGx8cHgiAgKSnJRKmIqDSCIOh8GI29vb3OH2qJSFpY8JJkRUdHw83NTesjQItkZmbCycnJRKk+5O/vj3v37uncbvz48YiMjDRBIiIiInofC16SJEEQsGfPHowcOVLntlFRUQgICDBBqtIVbZOm66ESCoUCPXv2xLFjx0wRi4h+hwe/EFVeLHhJkg4cOIABAwbodWhEQkIC6tSpY4JUZWvevDnu3Lmjc7t27drh/v37yMnJMUEqInrf69evUaVKFb3aOjk5ISsry8iJiMhcWPCS5KSlpeH58+fw9/fXua1arYatra0JUpWvY8eOOs/jLTJx4kSEh4cbORER/V5MTAz8/Pz0auvn54enT58aORERmQsLXpKc8PBwBAcH69X20qVL6NChg5ETVczOzg4FBQV6tfX09ETVqlXx8OFDI6ciovcZWvByazIiy8WClyTl+vXraNSokd6Lzm7fvo0WLVoYOZV2fH19ER8fr1fbYcOGYf/+/TzNiciEsrKy4OLiolfbqlWrIjk52ciJiMhcWPCSZBQUFOD48ePo27evXu0FQYAgCHrN+zWGgIAAnU5de59MJsPQoUOxd+9eI6ciImMoWpxKRJaJBS9JxrZt2zB27Fi931ju37+PJk2aGDmV9lxdXQ1a1NKoUSO8fv0aKSkpRkxFRERELHhJEl68eIGCggLUqlVL7z7OnTuHLl26GDGV7lxdXZGamqp3+0mTJmHz5s1GTEREAJCXlwelUmlQH3K5nNOOiCwUC16ShMjISIwfP96gPtRqtcFvaIYKDAzUe1oDADg4OMDf3x+XL182Yioiio2NRd26dQ3qo2bNmjwdkchCseAl0UVFRaFLly6ws7PTu4/nz5+jRo0aRkylHx8fH7x48cKgPnr37o3Tp09DrVYbKRURGbJDQ5EGDRogJibGSImIyJxY8JKocnNzcfPmTXTs2NGgfk6cOGHW09XKo1AokJ+fb1Af48aN47HDREaUlJQEHx8fg/qoW7cunj17ZqRERGROLHhJVJs3b9Z7z933paenw8PDwwiJDNe5c2ecP3/eoD58fHwgk8mQmJhopFRElZtGo4GNjY1Bfdjb2xv8YZaIxMGCl0Tz5MkTeHh4wMvLy6B+MjIy9N631xT8/f1x//59g/sZN24ctm7daoRERERElRsLXhKFIAjYs2cPRowYYXBfUVFRCAwMNEIq4yjaVs3Q1dwKhQIBAQE4evSoMWIRVVqCIIgdgYhExoKXRLF//34MHjzYKIdEJCYmonbt2kZIZTzNmzfHnTt3DO7n448/xoMHD5CdnW2EVESV0+vXr1G1alWj9OXk5GTQfttEJA4WvGR2qampePHihVEOiVCr1bC1tTVCKuPq1KkTLl68aJS+goODER4ebpS+iCqj6Ohog3doKOLn58edGogsEAteMrvw8HCjLFQDgIsXL6JDhw5G6cuYFAoFCgoKjNKXh4cHqlevjgcPHhilP6LK5unTp6hfv75R+uLWZESWiQUvmdXVq1fRpEkToy0yu3PnDlq0aGGUvozN19cX8fHxRulr6NChOHDgAE95ItJDVlYWXFxcjNJXlSpVkJycbJS+iMh8WPCS2RQUFCAqKgp9+/Y1Sn+CIEAQBKPMAzYFQ09de59MJsPw4cOxZ88eo/RHRPopWpRKRJZFmpUCWaWtW7di3LhxRuvv3r17aNq0qdH6MzYXFxdkZmYarb+GDRvi7du3SElJMVqfRERElQELXjKLpKQkFBYWwtfX12h9XrhwAZ07dzZaf6bg5uaG1NRUo/UXHByMTZs2Ga0/ImuXl5cHpVJp1D5lMhmnFxFZGBa8ZBZbt25FUFCQUftUqVRGfyMzNmNOawAABwcHtGzZ0mg7QBBZu9jYWNSrV8+offr6+iIpKcmofRKRabHgJZM7fvw4unXrBoVCYbQ+k5KSUKNGDaP1Zyo+Pj548eKFUfsMDAzE2bNnoVKpjNovkTWKiYkx2pZkRbg1GZHlYcFLJpWbm4s7d+4YfeuwqKgoBAQEGLVPU1EoFMjPzzdqn+PHj0dkZKRR+ySyRomJifDx8TFqn3Xr1sWzZ8+M2icRmRYLXjKpTZs2GW3P3felp6fDw8PD6P2aQpcuXXDu3Dmj9lmzZk3Y2NggISHBqP0SWRtT7ORib29v9A+xRGRaLHjJZB4/fgxvb294enoatd+MjAw4OzsbtU9Tatq0qUkOjRg3bhy2bdsGQRCM3jcREZE1YcFLJiEIAvbt24fhw4cbve+oqCgEBgYavV9TKdq309irum1tbREYGIhjx44ZtV8ia8EPg0RUhAUvmcS+ffswePBgkxwKkZiYiFq1ahm9X1Nq0aIFbt++bfR+27ZtiwcPHiA7O9vofRNZuuTkZFStWtUkfTs7Oxt1n20iMi0WvGR0KSkpePXqFRo3bmz0vtVqNWxsbIzer6l17NjRZFuJTZo0CeHh4Sbpm8iSmWKHhiJ+fn54+vSpSfomIuNjwUtGt3nzZpMsVAPeHTbRqVMnk/RtSgqFAoWFhSbp293dHTVr1sT9+/dN0j+RpTJ1wcutyYgsBwteMqorV66gadOmcHR0NEn/d+/eRYsWLUzSt6nVqlULcXFxJul78ODBOHjwIE9/InpPdna2yRa4VqlSBcnJySbpm4iMjwUvGY1arcbJkyfRp08fk/QvCAIEQSheBGZpAgICjHrq2vtkMhlGjBiB3bt3m6R/IirJUl+HiCorFrxkNFu3bsX48eNN1v+9e/fg7+9vsv5NzcXFBVlZWSbrv0GDBkhNTcXbt29NNgYREZElYsFLRpGUlARBEIx+otH7zp8/b5Hzd9/n7u6OlJQUk/U/ceJELmAjApCXlwelUmnSMeRyOacREVkIFrxkFKa+uwu8mzJh6jcwUwsMDDTZtAYAcHBwQKtWrXDhwgWTjUFkCWJjY1GvXj2TjuHj44OkpCSTjkFExsGClwz222+/oUePHlAoFCYbIykpCTVr1jRZ/+ZSs2ZNvHz50qRjBAQE4Pz581CpVCYdh0jKoqOjTbZDQxE/Pz9ER0ebdAwiMg4WvGSQnJwc3L17F+3atTPpOCdOnEBAQIBJxzAXOzs75OXlmXSM8ePHY8uWLSYdg0jKkpKSTDrFCgDq1q2L2NhYk45BRMbBgpcMEh4ebrI9d9+XkZEBd3d3k49jDl26dMG5c+dMOkaNGjVgZ2eH+Ph4k45DJFWCIJjkpMf32dvbIz8/36RjEJFxsOAlvT169AhVq1aFp6enScdJT0832V6aYmjSpAkePHhg8nHGjBmD7du3QxAEk49FREQkZSx4SS8ajQb79u3DsGHDTD7WyZMnERgYaPJxzEUmk0Emk5l8dbetrS169+6NX3/91aTjEEkNP+QR0e+x4CW97Nu3D0OHDjXL5uuJiYmoVauWyccxp5YtW+LWrVsmH6d169Z4/PixSff/JZKa5ORkVKtWzSxjOTs7IzMz0yxjEZH+WPCSzlJSUpCcnIxGjRqZfCyVSgVbW1uTj2NuHTp0wKVLl8wy1qRJk7g3L1UqMTExJt+hoYifnx+ePn1qlrGISH8seEln4eHhmDRpklnGunjxosUfNlEahUKBwsJCs4zl5uYGHx8f3L171yzjEYktJiYG9evXN8tY3JqMyDKw4CWdXLlyBc2aNYODg4NZxrtz5w6aN29ulrHMrXbt2mbb0mjw4ME4fPgwT4WiSiE7O9tsC12rVKmC169fm2UsItIfC17SmlqtxqlTp9C7d2+zjFe08MQc84TFEBAQgJMnT5plLJlMhhEjRmDXrl1mGY+osrDW1ycia8OCl7QWGRmJcePGmW28e/fuoVmzZmYbz9ycnZ2RnZ1ttvEaNGiA9PR0vHnzxmxjEhERSQELXtJKYmIiZDKZyU8uet/58+fRsWNHs40nBnd3d6SkpJhtvAkTJmDz5s1mG4/I3PLy8mBvb2/WMeVyudnm5BORfljwkla2bdtm1ru7wLspFEql0qxjmltgYCBOnDhhtvEcHBzQpk0bnD9/3mxjEpnTs2fPULduXbOO6evri6SkJLOOSUS6YcFLFTp69Ch69OgBhUJhtjETExPNejdZLDVq1MCrV6/MOmaPHj1w4cIFHolKVikmJgYNGjQw65h+fn6IiYkx65hEpBsWvFSunJwcPHjwAO3atTPruCdOnEBAQIBZxxSLnZ0d8vLyzDpmUFAQIiMjzTomkTkkJSWhZs2aZh2zbt26ePbsmVnHJCLdsOClcoWHhyM4ONjs42ZmZsLNzc3s44qha9euOHv2rFnHrF69OpRKJeLi4sw6LpGpCYIAudy8b21KpRIqlcqsYxKRbljwUpkePHiAatWqwcPDw6zjpqenw8XFxaxjiqlx48Z49OiR2ccdM2YMtm/fXrz9GxERkbViwUul0mg0OHDgAIYOHWr2sU+ePInAwECzjysWmUwGmUxm9kMhbGxs0LdvX/zyyy9mHZfIVPjhjYjKwoKXSrV3714MHz5clE3VExMT4evra/ZxxdSyZUvcvHnT7OO2atUK0dHRyMrKMvvYRMaWnJyMatWqiTK2i4sLMjMzRRmbiCrGgpc+kJKSgjdv3qBhw4ZmH1ulUsHW1tbs44qtQ4cOuHz5sihjBwcHY9OmTaKMTWRM0dHR8PPzE2Xs+vXrc6cGIgljwUsfEGuhGgBcuHABnTt3FmVsMdna2oq2cb2bmxtq1aqFu3fvijI+kbE8ffpUtIK3QYMGLHiJJIwFL5Vw6dIlNG/eHA4ODqKMf/fuXas+Trg8derUEW1ro0GDBuHw4cM8LYosWnZ2NpycnEQZ29vbG69fvxZlbCKqGAteKqZSqXDmzBn06tVLlPGLFpyIMW9YCnr27IlTp06JMrZMJsPIkSOxa9cuUcYnsnSV9XWLyFKw4KVikZGRGD9+vGjjV+a7uwDg7OyM7Oxs0cb38/NDRkYG71IREZHVYcFLAICEhATY2NiY/YSi950/fx6dOnUSbXwp8PDwQEpKimjjT5w4EREREaKNT6Sv3NxcKJVKUTPI5XJOCyKSKBa8BEEQsHXrVowbN07UHAUFBbCzsxM1g9gCAwNx/Phx0ca3t7dH27ZtzX7yG5GhYmNjUb9+fVEz+Pr6IikpSdQMRFQ6FryEY8eOoVevXqJuB5aQkFDp9t4tTfXq1ZGcnCxqhu7du+PSpUvIz88XNQeRLsTckqyIn58foqOjRc1ARKVjwVvJZWdn48GDB2jbtq2oOaKiotCzZ09RM0iFUqlEXl6eqBkmTJiALVu2iJqBSBfPnz8XdUoWANStWxexsbGiZiCi0rHgreTE3HP3fZmZmXBzcxM7hiR07dpV9CkF1apVg729vWjbpBHpShAEyOXivqUplUqoVCpRMxBR6VjwVmL3799HjRo14OHhIWqO9PR0uLi4iJpBSho1aoRHjx6JHQNjxozBzp07i7eLIyIislQseCspjUaDgwcPYsiQIWJHQVRUFAIDA8WOIRkymQwymQwajUbUHDY2Nvjkk0/w888/i5qDqCL8UEZEFWHBW0nt3r0bw4cPl8Rm6UlJSVyw9jutWrXCjRs3xI6Bli1b4unTp8jMzBQ7ClGZXr16hWrVqokdAwDg4uLC3xciCWLBWwm9ffsWKSkpaNiwodhRkJ+fD4VCIXYMyWnfvj2uXLkidgwAwKRJkxAeHi52DKIyxcTEoEGDBmLHAPBup4aYmBixYxDR77DgrYSkslANAC5evIjOnTuLHUNybG1tJbOBvaurK2rXro07d+6IHYWoVDExMaLvwVuEW5MRSRML3krm4sWLaNmyJRwcHMSOAgC4d+8e/P39xY4hSXXr1pXMLgkDBw7Ezz//LJkinOh9OTk5cHJyEjsGAMDb2xtv3rwROwYR/Q4L3kpEpVLh7NmzklkgJggCBEGQxDxiKerRowdOnToldgwA7xbSjRo1Cjt37hQ7CpGk8fWMSJpY8FYikZGRCAoKEjtGsTt37qB58+Zix5AsZ2dnZGdnix2jWP369ZGVlSX6SXBERES6YsFbScTHx8PW1hY1atQQO0qxCxcuoGPHjmLHkDQPDw+kpKSIHaPYhAkTEBERIXYMomK5ubmwt7cXO0YJcrmc03+IJIYFbyUgCAK2bduGsWPHih2lhIKCAtjZ2YkdQ9ICAwNx/PhxsWMUs7e3R7t27XDmzBmxoxABAJ49e4Z69eqJHaMEX19fJCYmih2DiN7DgrcSOHr0KHr37g1bW1uxoxRLSEjg3rtaqF69uuSmEHTr1g1XrlxBXl6e2FGIEBMTAz8/P7FjlNCgQQNuTUYkMSx4rVxWVhYePXqENm3aiB2lhKioKAQEBIgdwyIolUrk5uaKHaOECRMmYMuWLWLHIMLz589Rs2ZNsWOUUKdOHcTGxoodg4jew4LXym3evFkye+6+LzMzE66urmLHsAhdu3bF2bNnxY5RQtWqVeHk5CSZbdOo8hIEAXK5tN7KlEolVCqV2DGI6D3SepUgo7p37x5q1qwJd3d3saOUkJaWxmJXB40aNcLjx4/FjvGBom3KBEEQOwoREVG5WPBaKY1Gg0OHDmHw4MFiR/lAVFSUZPYCtgQymQwymQwajUbsKCXY2NigX79+OHz4sNhRqJLihy0i0hYLXiu1a9cujBgxQpKboD9//hw+Pj5ix7AorVu3xvXr18WO8YEWLVogNjYWGRkZYkehSujVq1eoVq2a2DFK5eLiwt8LIglhwWuF3rx5g7S0NDRo0EDsKB/Iz8+HQqEQO4bFadeuHa5evSp2jFJNmjQJ4eHhYsegSig6OlqSr3MA4Ofnx50aiCSEBa8V2rx5MyZOnCh2jFJduHABnTt3FjuGxbG1tZXsRvYuLi6oV68ebt26JXYUqmSePn2K+vXrix2jVNyajEhaWPBamfPnz6N169ZwcHAQO0qp7t27B39/f7FjWKS6devi6dOnYscoVf/+/fHrr79Ktign65STkwMnJyexY5TKy8sLb968ETsGEf1/LHitiEqlwoULF9CzZ0+xo5SqaIGJFOcVW4KePXvi1KlTYscolUwmw6hRo7Bjxw6xoxBJAl/niKSFBa8V2bJlC8aPHy92jDLdvn0bzZs3FzuGxXJyckJOTo7YMcpUr1495OTk4NWrV2JHISIiKoEFr5WIi4uDnZ0datSoIXaUMl28eBGdOnUSO4ZF8/T0xNu3b8WOUSaewEbmkpubC3t7e7FjlMvGxobTfIgkggWvFRAEAdu3b8eYMWPEjlKuwsJC7tBgoMDAQJw4cULsGGVSKpVo3749Tp8+LXYUsnLPnj1DvXr1xI5RLl9fXyQmJoodg4jAgtcq/PLLL+jTpw9sbW3FjlKm+Ph47r1rBNWqVUNycrLYMcrVtWtXXL16FXl5eWJHISsm5S3Jivj5+SE6OlrsGEQEFrwWLysrC9HR0WjdurXYUcoVFRWFgIAAsWNYBaVSidzcXLFjlGvixImIiIgQOwZZsefPn0t6ChcA1KlTB3FxcWLHICKw4LV44eHhCA4OFjtGhbKysuDq6ip2DKvQrVs3nDlzRuwY5apSpQpcXFwku40aWQe5XNpvYUqlEiqVSuwYRAQWvBbt7t278PHxgZubm9hRypWamir5jJbko48+wpMnT8SOUaGRI0di586dxdvRERERiYUFr4XSaDQ4fPgwBg8eLHaUCnE6g3HJZDLI5XJoNBqxo5TLxsYGAwYMwKFDh8SOQlaGH6KISFcseC3Uzp07MXLkSIvY3Pzly5dcsGZkrVu3xvXr18WOUaFmzZohPj4e6enpYkchK/Ly5UtUr15d7BhacXFxQUZGhtgxiCo9FrwW6PXr18jIyICfn5/YUSqUn58v6d0jLNXHH3+Mq1evih1DK8HBwQgPDxc7BlmRmJgYi3j9A4AGDRogJiZG7BhElR4LXgsUERGBiRMnih1DK+fPn0fnzp3FjmF1bG1tLWZDexcXF/j5+eHmzZtiRyErERMTg/r164sdQyvcmoxIGljwWphz586hbdu2kj9hqMj9+/fh7+8vdgyrVK9ePYu5c/Tpp5/i6NGjFlOkk7Tl5ubCyclJ7Bha8fLykvTpiESVBQteC5Kfn4+LFy+ie/fuYkfRStGiKkuYZ2yJevToYTEnmslkMowePRrbt28XOwqRWfH1j0gaWPBakC1btiAoKEjsGFq7c+cOWrRoIXYMq+Xk5IScnByxY2itbt26yMvLw8uXL8WOQkRElQwLXgsRGxsLe3t7i1mZDAAXL15Ex44dxY5h1Szt69KgoCBs2bJF7BhkwXJzcy1mSlcRGxsbTuchEhkLXgsgCAJ27NiBMWPGiB1FJ4WFhVAoFGLHsGqBgYE4fvy42DG0plQq0bFjR5w6dUrsKGShnj59ajEL1or4+voiISFB7BhElRoLXgtw5MgRfPLJJ7CxsRE7itbi4+Ph6+srdgyrV7VqVbx+/VrsGDrp0qULrl+/jtzcXLGjkAWypC3JinBrMiLxcYNUicvMzERMTAz69+8vdpQy5eXlYebMmRg4cCD69esHBwcHREVFYfjw4WJHK1d6ejri4uJKPPb8+XPcvn27+GeFQoEmTZqYO5pO7O3tkZubCwcHB8THxyMiIgIuLi6YPXu22NHKNHHiRERERODLL78UO4rJJSUllZh2UrRFlZ2dXfFjXl5ePJylDLNmzYKbmxtatmyJVq1aISEhAQMHDhQ7lk7q1KmDEydOwMfHBzdu3MDt27eRn5+P77//XuxoRJUGC14J+cMf/oBOnTph6NChxY+Fh4dj0qRJ4oXSglKpRExMDGbPno3atWvDz88PgiBg0KBBYkcrV2xsLMaMGVNi4ZdGo8HGjRuLf27evDkOHz4sRjytCIIAT09PfP7558UfjtLT0yW/T7O3tzdcXV0RHR2NBg0aAACysrKwcOFCTJkyBR9//LHICY1n3bp12LBhQ7nXTJkyBf/1X/9lnkAWJiUlBXv37gUAODo6QqFQ4NChQ/Dy8oK3tzfq1KmDzz//HK6uriIn/T8pKSnYuHEj4uPj8ebNG7x9+xZxcXFYvHhx8Tcbffr0ETklUeXCgldCnjx5gr1792LPnj345z//iZSUFNSuXVtSL+SlkclkqFKlCp48eYK4uLjiu6a9e/dG/fr10bJlS0yYMAH16tUTOWlJLVu2RLt27XDixIkSjxctLnFycsI333wjRrRyqdVqHDt2DIcOHcLjx4/x7Nkz5OXllbimdevWIqXT3qhRo7B48WIsWLAAW7duxfr16/H48WO0b9/eqgrehQsX4sSJE2V+pd2gQQMsXLjQzKksR6dOnYrnfBd9OH3/W5imTZti2rRpomQri62tbfHvZ1kCAgLMmIiIWPBKSHZ2NrKzs3H8+HEMHz4cNWrUwM6dO8WOpRVvb+8PHnv16hVevXqFS5cu4fnz51i9erUIyco3b948XLt2Denp6R8817JlSwQGBoqQqnyvX7/G3/72NyQmJpb6vJOTk0UUjHK5HK1atUKfPn0QGxtbXLSX9eeyVI6Ojujbt2+Z//779OkDR0dHM6eyHEFBQdi4cSNevXr1wXNVqlTB//7v/8LBwUGEZGVzdXXFX//6V8yePRspKSkfPO/r64sRI0aIkIyo8uKiNQnJzs4u/u/ExERcvXoVw4YNw7lz50RMpZ3yFqj169cPK1euNGMa7bVu3Rpt27b94HEnJydMnz5dhEQVq1mzJtatW4c6deqU+ryXl1eZz0mFSqXC3/72N/znf/4nHj58WOIOdVpamnjBTGTevHmlLrRq0KAB5s2bJ0Iiy+Hp6Vk87eV9NjY2GDVqFNq1aydCqor17NkTQ4YMKfW5hg0bwtnZ2cyJiCo3FrwSkZOT88GqdUEQcOPGDXz11VeYOXMmMjIyREpXsU6dOpX6eO/evbF69WrI5dL9pzZv3jy4ubmVeEyqd3eLtGjRAmFhYahVq9YHz3l7e8PWVrpf3hw/fhyDBw/GDz/8gBcvXnzw/Psf/KxF0V3e3+PdXe2U9qG0Xbt2+OMf/yhCGu3913/9V6nZO3fuLEIaospNulVIJfP69esy3+jz8vKQkpIi6W2cmjdvDi8vrxKPdevWDevWrZN08QV8eJdXynd339euXTssWrQINWvWLPF4lSpVREqknZcvX5Z7Qpw1FrzAh3d5eXdXexMnToSnp2fxz7Vr10ZoaKikP0gD7+byLlmypMQOHNWrV8e4ceNETEVUOUn71aISSU5ORlZW1gePf/TRR/jHP/6ByMhIVKtWTYRk2vH29i7xhtSxY0ds3LixxNZLUvb+XV6p3919X/fu3fGPf/yjxAl8VatWFTFRxYKCgrB//34MGTLkgzvrAEr9PbAGv7/Ly7u72qtZsyYaNmwIAHBwcMCMGTNK/XZDiho2bIjPPvsMSqWy+GcPDw+RUxFVPix4JSI2NhaCIBT/7OnpidGjR+PgwYMYN24cZDKZiOkqJpPJiheutW3bFuHh4ZJbSFKeoru8CoXCIu7uvu+TTz7Bn/70p+I77K1atRI3kBY8PDywatUqrF27Fi1btizxnLXe4QXefbDy8fGBr68v7+7qqOjfSUBAgOS33fu9adOmoWvXrgBgEQtKiawRC16JiI2NBfBuIUbbtm2xYcMGLF261KIWNtjY2KB+/foIDw+Hk5OT2HF0Nm/ePFStWtVi7u6+b9iwYfj222/h4OAg2UU8penWrRv279+PmTNnFk/NKG3HDGvh6OiI9u3bo3379ry7q6OJEyfC3d3dIg9rkMlkCA0NhZubGyZMmCB2HKJKSSa8f1uRTCYmJgb/+vcKxMa/gkqtgY1cBjuFDAM+7Y4vvpiEkJAQnD9/Hp999hnmzp0r6WOEU1NTERq2Bhcu3oa64N3iOjuFHHYKNf73f/6MFi1aiB1RayqVChER27Bz9y9QqQGVSg17ezvUqO6OPyyYAX9/f7Ejak0QBMyZG4LExDRkZquhVhdCobCBs5MCU78KQr9P+kj6m4L4+HgsXLgQ165dw61bt5CQkIB/LVqBxKS3UKk1sLWRw04hw9AhvTEpeBzs7e3Fjqy1N2/e4Pulq3D1+kPk57/b51mptEG7tk3wdcj0Urf1q+zi4+Px70XL8TjmOdSqQsjlMhQW5GHQwABMmzrFom4GZGRkYMXKdfj16DnIbZUQNO9eM5s0roOFC2bxlD0iM2DBa2Lnzl/A3/87DK9TFbBzbgc75f8dIiEIAnIyn8K28B4cHVT4Yc3S4nlqUvTixQvM/frPeBqXAdi1hKNzyRfp3OxkCPnX4VvDDksW/1XS592rVCos/Pa/cPHSA6hkjeHk+lGJYlCtzkZ+xlV4uGZhwbyp6Nevt4hpK7Zy1Xps2/EzslU14ejaEnIbRfFzGk0BctJvwVGRiOFDeuHrr2dKuvCdGzIPd+7GIT3bGXbOH0Nh51L8nCAIyM54AoXwEB+39sN3i/8u6akzCQkJCJn3F8Qn5UJQtIKjc/USz+dkvQBUN1HH1xGh3//dYualmtL16zfxp78uwqs3ctg6toXSvuR81+yMWNgU3kXTxtUR+v0/4O7uLk5QLbx9+xZzv/5PPHryBoKiBRxdapd4Pi/3LQpzrqFmNTn+9b//AX//piIlJbJ+LHhNaMuWHViybDecPPtCJi//jm1e7msoC09j984fJbno6M7de5jy+ULYuvWHQlH+dIXCgnzkpR7CstD/QJfOpW9XJqb09HSMGDUF6ao2cHAq/86KIGiQk3oKweM7Y+7sqWZKqD1BEDB1+te4fk8GR9eWFV6fk3EX/g1ysPHHFZJc4b5u/SasWX8Ujp69IJOVny8v5xUcZRewZ9eGEgsmpeLatRuYOuPPsHMbAFtF+UV5gToXqvTDWLvqv9G2rfRPyTOV/QcO42//+BGOXv0hl5e/u0t+Xirk+cexc9uacvcBF8vTp08xbsJsyBw/KXGjozSaQjVyUw7jX/87B316W96UKiJLwILXRH7++Sj+/PdNcPLS/rx0tSoLCvVRHDm8VVJzYBMTEzF0xDTYewwpceewPIKgQfabfYgMX4zGjRuZOKH2VCoVBgwajwx1ZygdtC+SslPPYu60XggOltZ2QnO//iPOXQMcXbT/f5yb9RRtmmRi7ZqlJkymu1279uN/v9sDZy/tj1xV5afDQTiJI4e3SmqKw9OnTzFq3Bw4eg6r8MNuEY2mALkp+7Fzaxjq169v4oTSc/rMWYTMXwYnr0+1/gaioCAXyD6Mnw9FSOpO7+vXrzFg8GQo3AbDxkapVRtBEJD95iB+WPUnfPxxGxMnJKp8WPCaQF5eHrr1HAl7zxE6f3Wcl5uM1h+9xNo10lmYMWDQeKTmd4WtQrdFNppCNWxVR3DyxB4TJdPdf/7pv/HrGQGOzrUrvvh3sl/vxW+//iSZLYXOnDmHOfM3wMW7m85tM99ewD//NhL9PtH+A5kpZWVloUevcXD0Gq7z70xu9gt0aZOJ0O//10TpdNen32jkCL1gY6tdsVOksCAfjrLjOPbLDhMlk6bCwkJ07jYEdu7DK7yz/3uqvDT41XyILZvXmCid7kaO+gxJaW1KTMfRhkZTAE3mfpw7c0DS046ILJH0vtO0ApvCt0Jj20KvFyx7h6q4eSdOModMPHv2DC9fy3UudgFAbqNARq43Ll++YoJkuissLETUqet6FbsAIHNoj7Bla42cSn9Lw9bB0aODXm2dPNphxcqfjBvIAGt+2AjYtdXrd8bBqQYuXX4ItVptgmS6u3fvHt6mOelc7AKAja0Sb9Mccf/+fRMkk669ew9AjUY6F7sAYGfvjscxbyVzJHVycjJiE3N1LnYBQC63RZ6mLo4eO26CZESVGwteE9i24zAcXfVffKaWNcGGjRFGTKS/f/57ORTO+m9z5eDaBku+l0aRuH//IeRp6und3tHZB8eOX4JGozFiKv0kJycjPikPNjb6Hewhl9vixet301XEJggCDhw4ASfXunr3kY+G2LZtl/FCGeDfi1dC6ar/XqtKl4/xr0UrjZhI+tb9uB1O7vrviCLYtsDy5T8YMZH+vvt+FWRK/ackOLq2wIqVm4yYiIgAFrxGFxsbi4xsJ4O+jnJy9cPBw1FGTKW/e/fjYKf88DQsbdnY2uNp3FtJFImbt+yFk6th24zlqKrj+vXrRkqkv582bYVga9ifRa5siR/WhRspkf4ePHiArHyvii8sh5NrI2zf+bOREhnm8ZOXFS7sLI/CzhmPn7wwYiJpe/v2Ld6myvS6u1vE0aUWTp4R//cSAC5fuQ8HJ/0XHsttFHjxKq/c47eJSHcseI3s5cuXKBR0/yrrfTKZDGq1+PO3BEGAygg5BDggMzPTCIkMk6/SaL2AqCwFgjOSkp4bKZH+YuMSoXQwrEhUOngiPj7JSIn09/LlSxRoDP2dkUOlFn85glqthrrQ8JfVgkK5ZKZomFpycjIEmWF//wCglsDfPwCoVIb3Icid8fbtW8M7IqJiLHiNTK1WQxAM/98qhTuigiDAKGsaZTZQGeNdwECFhYb/P5XLbZGTk2eENIZRqdQGF+8ymRxqdYGREukvPz8fghFeijQa8QselUoFmczwQ2MESON3xhxUKhU0MPz/WaEE/v4BQGOUdeA2yM/PN0I/RFSEBa+Rubu7w0Zu+BuVrUL8vxq5XA5bWyPcadbkSmLLIIUR/p8KmlxUqyb+qVjeXh4oUBv2lWdBQS48PPSfrmIsHh4esJEZ/jtjJ4HfGUdHR0Aw/EOEDAWV5uhhd3d3yGWGf4iUwt8/YJzXGZmQK5ndYIishTReIazIRx99BDt5skF9qPLTUb9ONSMlMoynux00Gv3fwAVBgIszoFBot3+vKbVq8dG7k60MoJQnoU0b8ffIHDiwD9Q5jwzqIz/zAQYP7mukRPpr0aIF7OSGTRPJy3mDjz4S/5QymUwGDzcbCIL+3yYIggYe7jaVZlsqX19fKG3SDOqjQJ2DGtXF//AGAFW8HFFYaNjdWXu7bEkepkJkyVjwGplSqUTrVvWRn5eqdx/qrCv49g+zjZhKf9OnTkBO+h2922dnPMHY0QOMmEh/X4dMB1Q39W5foM5Fg/oekrhb3aVzJ7g4JBs05cTRLgl9evcyYio9czg6wr9JTahV+s/z1uRdx8L5s4yYSn+TJ41EdvpDvdtnpz/AZ5NGGTGRtNnY2KBHt9bIyXqpdx95mdewcP4MI6bS39dzv0Buxk2922dnxmPAp90rzQceInNhwWsC3y6cjYLsq3q1FTSFqOpViHr19N8+y5gGDOgHe9t4vdsrhIeYJJHTyby8vFC3lhMKC/S7+5KXeQ0Lvplu5FT6kclkGDakD7Izn+rVPicrAZ/27SKZN9VvF85CfqZ+vzOaQjVqVrNBzZo1jZxKP2NGD4dS9kTv9krZ/2vvTsOkqg98j/9OdVV3V+/NvrS0KLLK3gIibS/qJKPEhBi3SNSIo8GgcQEz3qtz742ZqyYSR4kLLqjEjBkXYNxiZgRBERABkUWWRhBQ1oZea+nuqjrzgkcflSb0UtX/U6e/n3ex6tTze/KGb50+dc4OXXbplDgucr47br9Javy4Tcfatq28zBqNGnXyR2t3hEmTJior9WCbv4x6mjbolzddH+dVAAjeBCgsLNSYkd0VDuxu9bGBo3/Tv9xza/xHtZHH49EN0y5ToGplq48N1a7XT6aUOeqRr/f+vzsVrvprq/8xCgf36/RTohozZnSClrXejTdcK7+1vtXX8kYjYfkiH+qWW25M0LLWGzRokIYN9CscaN19gW3bVvDoX/Wb/zsrQctaz+v1aupPL1KwuvUPXAlWf6SfXTVZXq83Acucq1u3bjp34hkK1bf+i0Lw6GL9+k5nfBGVjn0Zve3W6xSsWtbqY0O1n+p7549WTk5OApYBnRvBmyBPPDZbfbvsUKh+V4veb9u26iv/SzNvvVRnT2jb07MS5dprrtTF3z9NwerVLT4mWLtBE8f6NWumMy7N+MqQIYN137/erPrKN2THoi06JhzYp/y0dXrBQY8ulSS/36+X/zJXkbo31NRY36JjIk1BNVS/phf//EdlZ7f/VlDxNO+ZOeqevUmhwN4Wvd+2Y6qv/Kv+z93TNGrUiASva51f3nS9zivuoWBNy+8NG6xZp/PP7aGbpk9L4DLnmv3gvRp4ymGF6loWvbZtK3D0Xd3w8/P0vX8wf2nON0350WRdddlZClYtb/ExobotGjEorHt/878SuAzovCw7LvedQnOi0aim3zRT6zYcUkpGkdLSj//VrW3bCtRslyeyQb/9zW36/vfON7C0ZR57/GnNe/5NKXW0MrKbfzxvKLBfdnitfvSDCbr7f8/s4IUtt3LVh/rVbb9RxDNUmblDmr3pfWNDrZoCazT4dL/mPfOI0tJa/6jYjnDo0CH9dOp0Ha3rLn/uaKWkHL8zFm1SsGadcjIO6N//9Khj/vz/XU1NTfqnG27Vxi018mWd1exDT2w7pkDtNqVENun39/9apaXnGljaMg/OnqO/vLxUShutjKyCZt8TrP9CavhYV1xaqpl3OOsLYkeLxWK6/Y67tXzlLnkyxirdf/wdUWzbVrBup6zG9frnO6/XTy75oYGlLTN//ot65NG/yE4dpYzsU5u9hCgUOCS7Ya3OKxmq++/7F8dcZgS4DcHbAfbs2aMHfjdHaz/eocZYD8XsdFlWVB7VKS8rqCuvmKyfTb3CsUH1TbW1tXrs8Wf0xlvvKdSYr6idKcmSxwrJ76tUWclY3XbrdHXt2r6HInSESCSil15eqOeef0VHanyKKU+xWIpSUhrlsw5p+NAC/fOvb9aAAQNMTz0p27a1YuUqPfRvT2n3FwFF7C6K2alKsZrk0REV9E7Trbdcr5KS4qT4B3XXrl26/4E5Wr/xc0ViPRSJpcnjicqjGuVnN+jqqT/SlVde6oi7f5xMdXW1Hp4zV//9ziqFGrsqavslSSlWSP7Uo/qH8yfolptvcMSPIZ1i//79+v2Df9SqD7coHOuuaDRNlmUrxapTTma9fvLj7+m6n0+V3+83PfWkAoGAnnzyOS18bbEC4VxFlSXbtuS1woo27dYF5eM1a+YM9ejR9qezATg5grcDNTY2avv27aqqqlJaWpp69eqlfv2aP1PqdLZta8eOHaqsrJRt2+rSpYsGDhwojyc5r5L58ssvtW/fPoXDYeXl5WnAgAFJ8Y9pc6qqqvT555+rrq5O2dnZKiwsTNpbHIXDYVVUVKi6ulrp6enq3bu3CgqaP1PqdLZta/v27Vq+/NifuSdNmqSBAwcmxRcQUyKRiLZt26YFCxZo/PjxOuOMMxzzg97Wsm1bO3fu1KZNm1RRUaELL7xQBw8eVNeuXTVihLMuyQHciOAFgA60Zs2xu1EUFRUZXpI8XnnlFZWVlSXFX45OZu/evdq4caMuvPBCNTY26tlnn9WNNzrnB6SAWyXn6TgAAJJcamqqIhHzj/cGOgOCFwAAQwoKCrR3b8vuTAKg7QheAAAMKS0t1bvvvmt6BuB6BC8AAIbk5uaqrq7tj9UG0DIELwAABmVnZ6u6utr0DMDVCF4AAAwqLy/nsgYgwQheAAAMKigo0L59+0zPAFyN4AUAwDCfz6eGhgbTMwDXIngBADBs4sSJWrlypekZgGsRvAAAGDZs2DBt3rzZ9AzAtQheAAAMsyxLkmTbtuElgDsRvAAAOMDw4cO1ceNG0zMAVyJ4AQBwgAkTJnAdL5AgBC8AAA6QmpqqSCRiegbgSgQvAAAOUVBQoD179pieAbgOwQsAgEOUlZXx1DUgAQheAAAcIicnR3V1daZnAK5D8AIA4CC5ubmqrq42PQNwFYIXAAAHKS8v57IGIM4IXgAAHKRv377at2+f6RmAqxC8AAA4jM/nU0NDg+kZgGsQvAAAOMzEiRO1YsUK0zMA1yB4AQBwmGHDhmnz5s2mZwCuQfACAOAwlmXJsizZtm16CuAKBC8AAA40fPhwbdiwwfQMwBUIXgAAHOjss8/WqlWrTM8AXIHgBQDAgXw+nyKRiOkZgCsQvAAAOFRBQYH27NljegaQ9AheAAAcqqysjKeuAXFA8AIA4FA5OTmqr683PQNIegQvAAAOlpubq6qqKtMzgKRG8AIA4GBc1gC0H8ELAICD9e3bV/v37zc9A0hqBC8AAA7n8/nU0NBgegaQtAheAAAcbuLEiVqxYoXpGUDSIngBAHC4YcOG6dNPPzU9A0haBC8AAA5nWZYkKRaLGV4CJCeCFwCAJDBixAht2LDB9AwgKRG8AAAkgQkTJmjVqlWmZwBJieAFACAJ+Hw+RSIR0zOApETwAgCQJE455RTt3r3b9Awg6RC8AAAkifLyci1dutT0DCDpELwAACSJ7Oxs1dfXm54BJB2CFwCAJJKbm6uqqirTM4CkQvACAJBEysvLtWTJEtMzgKRC8AIAkET69Omj/fv3m54BJBWCFwCAJJOamqpwOGx6BpA0CF4AAJLMOeecoxUrVpieASQNghcAgCQzdOhQbdmyxfQMIGkQvAAAJBnLsmRZlmKxmOkpQFIgeAEASEIjRozQJ598YnoGkBQIXgAAktD48eP14Ycfmp4BJAWCFwCAJOTz+RSJREzPAJICwQsAQJLq16+fdu/ebXoG4HgELwAASaqsrEzvvvuu6RmA4xG8AAAkqezsbAUCAdMzAMcjeAEASGJ5eXk6evSo6RmAoxG8AAAksbKyMi1ZssT0DMDRCF4AAJJYnz59dODAAdMzAEcjeAEASHJpaWkKh8OmZwCORfACAJDkzjnnHH3wwQemZwCORfACAJDkhgwZoq1bt5qeATgWwQsAQJKzLEuWZSkWi5meAjgSwQsAgAuMHDlS69evNz0DcCSCFwAAFxg3bpxWr15tegbgSAQvAAAu4PP5FI1GTc8AHIngBQDAJfr166fPP//c9AzAcQheAABcoqysTEuXLjU9A3AcghcAAJfIyspSIBAwPQNwHIIXAAAXycvL09GjR03PAByF4AUAwEXKy8u1ZMkS0zMARyF4AQBwkd69e+vgwYOmZwCOQvACAOAyqampCofDpmcAjkHwAgDgMpMmTdLy5ctNzwAcg+AFAMBlBg8erG3btpmeATgGwQsAgMtYliXLshSLxUxPARyB4AUAwIVGjhyp9evXm54BOALBCwCAC40fP16rV682PQNwBIIXAAAX8nq9ikajpmcAjkDwAgDgUoWFhdq1a5fpGYBxBC8AAC5VWlqqZcuWmZ4BGEfwAgDgUllZWaqvrzc9AzCO4AUAwMXy8/N19OhR0zMAowheAABc7LzzztPixYtNzwCMIngBAHCxXr166dChQ6ZnAEYRvAAAuFxaWppCoZDpGYAxBC8AAC43adIkLV++3PQMwBiCFwAAlxs0aJC2bdtmegZgDMELAIDLWZYlj8ejWCxmegpgBMELAEAnMGrUKH388cemZwBGELwAAHQC48aN00cffWR6BmAEwQsAQCfg9XoVjUZNzwCMIHgBAOgkTj31VO3cudP0DKDDEbwAAHQSpaWlWrZsmekZQIcjeAEA6CQyMzMVCARMzwA6HMELAEAn0qVLFx05csT0DKBDEbwAAHQi5eXlWrJkiekZQIcieAEA6ER69eqlQ4cOmZ4BdCiCFwCATiYtLU2hUMj0DKDDELwAAHQyxcXFev/9903PADoMwQsAQCczcOBAbd++3fQMoMMQvAAAdDKWZcnj8SgWi5meAnQIghcAgE5o9OjRWrdunekZQIcgeAEA6ITOOussrVmzxvQMoEMQvAAAdEJer1fRaNT0DKBDELwAAHRS/fv312effWZ6BpBwBC8AAJ1USUmJli1bZnoGkHAELwAAnVRmZqaCwaDpGUDCEbwAAHRiXbt21ZEjR0zPABKK4AUAoBMrLy/X4sWLTc8AEorgBQCgE+vZs6cOHz5segaQUAQvAACdXFpamkKhkOkZQMIQvAAAdHLFxcV6//33Tc8AEobgBQCgkxs4cKC2b99uegaQMAQvAACdnGVZ8ng8PHkNrkXwAgAAjRkzRuvWrTM9A0gIghcAAKioqEhr1641PQNICIIXAADI6/UqEomYngEkBMELAAAkSaeddpp27NhhegYQdwQvAACQJJWUlOi9994zPQOIO4IXAABIkjIzMxUMBk3PAOKO4AUAAF/r1q2bKisrTc8A4orgBQAAXysvL9fixYtNzwDiiuAFAABf69GjB2d44ToELwAA+Jb09HSFQiHTM4C4IXgBAMC3FBcXc7cGuArBCwAAvuWMM85QRUWF6RlA3BC8AADgWyzLUkpKiqLRqOkpQFwQvAAA4DhjxozRunXrTM8A4oLgBQAAxykqKtKaNWtMzwDiguAFAADH4ZIGuAnBCwAAmnX66adrx44dpmcA7UbwAgCAZpWUlHB7MrgCwQsAAJqVkZHBAyjgCgQvAAA4oW7duunw4cOmZwDtQvACAIATKi8v15IlS0zPANqF4AUAACfUvXv3487w7t+/X7t37za0CGg9y7Zt2/QIAHCre++9V6tXr5bHc+z8Qn19vSQpKytLkhSLxTRu3Djdc889xjY6zYwZM7R3796v/3dlZaVyc3Pl8/kkSY2Njbrqqqs0depUUxNbbO7cuXrttdfk9XolSQ0NDQoGg8rPz//6PQMGDNDs2bNNTWyRp59+WqNGjdLChQu1efNmVVRUaMaMGZo+fbrpaUCLELwAkECbN2/W5ZdfrqqqqmZfz8/P10svvaShQ4d28DLnWrBgge644w41NjY2+3phYaHeeOMNdenSpYOXtd7Bgwc1efJk7du3r9nXMzIy9Nhjj+mCCy7o4GUnF4lEtGzZMi1atEgbN27Unj171NDQIEny+XxauHChRo8ebXgl0DJc0gAACTRs2DAVFRWd8PWioiJi9zumTJmiESNGnPD1kpKSpIhdSerZs6fOOeecE74+cuRIR8buO++8o+LiYl133XVasGCBKioqvo5d6dgP2QYPHmxwIdA6BC8AJNisWbO+9Sfsr+Tn5+vOO+80sMjZLMvSNddco9TU1ONeKyws1KxZswysaru77rpLffr0Oe6/Z2Rk6MYbbzSw6OTKy8t15plnKhKJNPt6t27d5Pf7O3gV0HYELwAk2InO8nJ298ROdJY3mc7ufuVEZ3mdenZXkjwejx5//HGdf/75zb7erVu3Dl4EtA/BCwAd4LtneTm7+/c1d5Y3Gc/ufuW7Z3mdfHb3K16vV0899ZTOPffc417r3r27gUVA2xG8ANABvnuWl7O7J/fds7zJeHb3K989y+vks7vflJqaqnnz5mnChAnf+u8DBw40tAhoG4IXADrIrFmzlJ2drezsbM7utsBXZ3lTUlJUUFCQtGd3v3LXXXepR48eSk1NdfzZ3W/y+/2aP3++xo4dK+nYmd/vBjDgdAQvAHSQYcOGafDgwRoyZAhnd1toypQp6tu3ryZOnJi0Z3e/0rNnTxUVFamwsDApzu5+U2ZmpubPn6/hw4fL7/dzhwYkHe7DCwAd4MCBA1qw8HWtXbtekqWxY0fqkh9frJ49e5qe5lifffaZXn/9b1r+wUqdemqhhg4ZqEsu+aFyc3NNT2u1qqoqvfLqIm3atE0HDhzQxHPG60cXX6jCwkLT01rlyJEjmjJlim6+5VZt3bpTgUBAXbrmq6R4gsaPH2d6HnBCBC8AJIht21q6dJkenjNPX+5vUiRlkFJTsyVJjY11SoluU0Fvn35183UqLS2RZVmGF5sXjUa1aNHreuqZv+hwVZrkHSCvL1O2HVNTY7V89nYN6J+vWTOna/ToUabnntTq1R/pwT88oV176hSxBsmXlitLHjU11cuKbFfPrlH94oapmjz5H79+Gp9T7d27V/c/8IjWfrxDDfYAeVO7y5PiUzQSVqzxc+X4K3XJlAs0bdrVysjIMD0X+BaCFwASoKmpSVdfM11bd3qVmTdWnhRfs++LRZsUqF6rwadFNP/5x79+fG5nVFtbq0svn6bDNacoM+9MWVbzARhpCipYs0rnFffTg7+/15FfFGKxmG6+5dda8VGlMvLGK8WbfoL3RRSo2ai+3Q7pP158WpmZmR28tGWefe7PeuSxV5WaXay09OPvKS0d+4IXrNslX3St/vynR3T66ad38ErgxAheAIizaDSqKZdcrQPVQ5SeWdCiY8KBL9Qrb4sWvjpfKSkpCV7oPIFAQP940ZVq8JQqzd+ya3VDdVs1dliTnnh8doLXtY5t27r257/Upzu7yJ89oEXHhEOHlZWyQm+9/qLS05uPY1OemDtPTz33gTK7FLfo/dFIg0JH/1OvvvSo+vfvn+B1QMs4++8nAJCEbp95t/ZXndHi2JWk9MwC7a86Q7fPvDuBy5zr6mtnKOwpbnHsSpI/e7DWbIrp4TlzE7is9e67/yFt/iyrxbErSen+7gpExmva9b9K4LLWW7nqQz05750Wx64kpXjT5O9ysX46dYaampoSuA5oOYIXAOKorq5OK1ZVyJ91aquP9WedqpUfVqiuri7+wxysoqJCn++NKd3f+ocZZOSM1Esvv61YLJaAZa0XiUT0+pvvKyOn9XfhSMvopa076vTFF18kYFnb3P/Ao8rIL2v1cSnedDVYZ+rFF19OwCqg9QheAIijxx5/RjHf8Y/EbamYd7gef2JeHBc5330PzJEva2ybjw9F+untt/87jova7pVXF6rBbvu1q96MsXrgd3+M46K2O3DggL480HTC689PJjNnkOa/sCi+o4A2IngBII7eenu5MrP7tfn4jOxCvfnX9+O4yNnC4bA2b/lSqWk5bf6MjNzheuLJF+K4qu2ee36BMnPbfo/lNH9XrVm3XdFoNI6r2mb2Hx6TJ73tX0Qsy6OjdVnasmVLHFcBbUPwAkCcxGIxBYLt/x1wICjH/Ik+0fbt26eo3fyv/lvK4/Gqti4Sp0XtUx+0T3h3iZZqimbpyJEjcVrUdjs+26v0jG7t+oyoemvdx5/EaRHQdgQvAMRJIBCQrNT2f5DlVTAYbP/nJIGamhrF7Pbfiq2pyRnBG4nDDttKU01NTRzWtE9TU/u/dHm96aqsrIrDGqB9CF4AiJNjN9uPw6/S7Sb5/f72f04SyMrKkmW1PxK9Pmfcys3rbf8OS43KysqKw5r28XrbnwjRaKPyctt+uQoQLwQvAMRJSkqK0nztPyuWlmp3mnvx9u7dWx5Vt+szbNtWelp89rRXWtqxPe3hUb26du0ap0Vt16NHvpoa23fHECt2WIMHt/z2bECiELwAEEcTxg1VOHi4zceHgod09oQz47jI2bKyslRYkK1opKHNnxGs3aYrLpscx1Vtd/EPShWs29Xm45uaAho0oIdSU+NwaUw73XHbjWqoW9Ouz8hOP6Rx48bFaRHQdgQvAMTRrJkzFAuva/sHNHysmbffFL9BSeCO225QqLbt/5/5tF1X/fSyOC5qu3+ado28sc1tPr6hbo1+fecv47io7QYNGqSueSHZdtv+ahGs3a3JF5U48tHP6HwIXgCIo169emlA/yw1hCpbfWxDqFID+merV69eCVjmXBMmjFde5mFFmlr/Q71wYLfOnTTCEWdEpWPXcZ81doDCgdY/PKKpsU498kM680znnOH/xQ1XKVC1utXH2XZMdsNqTf/FdQlYBbQewQsAcfb0kw8pNbpMjQ21LT6msaFWqdFlemruHxK4zJksy9IL8/+oppo3FY22/NKGhuAB9cjZqvv+9Z4Ermu9h2b/Vvn+TxQOtfzSlkhTSNH6t/Wn5+ckcFnrXfLjH6p0YleF6j5t8TG2HVN95Vt6aPZdys7OTuA6oOUIXgCIs6ysLC1a8Jz89rsK1J78es5A7S5l2O9q0YLnHPHrfBP69Omj/3hxjqJ1rysUOPB332vbtuqrN6lPl8165aVnHfcDP5/PpwWvPKceWetUX7P1pD9iC9Z/KYXe1IKX56p799Y/XjnRZj/4W5VMSFfdkQ8Ui/39O2o0NtQqUPmf+t3/v0nnFk/qoIXAyVl2e39OCgBoVjgc1sOPPKE333pP9Y295c8ZqZSUY396j0YbFapZr8zU/frB5FLdcvONSk9PN7zYvOrqat3/u4f13vvr1RDrr4ycYbI8x4I20hRUuHat8rNrdeUVk3Xdz38mj8e5522i0aiemDtPL7/6tmqDXZSeM0Ze77HbzcViEQVrNsnv3a3y0rG6c9avHH829G9/e0dzHn1WBw5LKf6xSvN3kXTsC0iwbpe80U0aPuwU3XP37SosLDS8Fvg2ghcAEsy2bS1dukzPPf+SAsGwJCkzI13XXnOZSkv5UU9zotGoFi16XQsWva1wuFGeFI/ycrN00y+u1ejRo0zPa7XVqz/S3KdeUG1NvWKy5U9P1eWXXqyLLvq+o6O9OXv37tW/PTxXe7/Yr0jUVqovRZMmFmnatKs7zf2jkXwIXgAAALhacn2tBAAAAFqJ4AUAAICrEbwAAABwNYIXAAAArkbwAgAAwNUIXgAAALgawQsAAABXI3gBAADgagQvAAAAXI3gBQAAgKsRvAAAAHA1ghcAAACuRvACAADA1QheAAAAuBrBCwAAAFcjeAEAAOBqBC8AAABcjeAFAACAqxG8AAAAcDWCFwAAAK5G8AIAAMDVCF4AAAC4GsELAAAAVyN4AQAA4GoELwAAAFyN4AUAAICrEbwAAABwNYIXAAAArkbwAgAAwNUIXgAAALgawQsAAABXI3gBAADgagQvAAAAXI3gBQAAgKsRvAAAAHA1ghcAAACuRvACAADA1QheAAAAuBrBCwAAAFcjeAEAAOBqBC8AAABcjeAFAACAqxG8AAAAcDWCFwAAAK5G8AIAAMDVCF4AAAC4GsELAAAAVyN4AQAA4GoELwAAAFyN4AUAAICrEbwAAABwNYIXAAAArkbwAgAAwNUIXgAAALgawQsAAABXI3gBAADgagQvAAAAXI3gBQAAgKsRvAAAAHA1ghcAAACuRvACAADA1QheAAAAuBrBCwAAAFcjeAEAAOBqBC8AAABcjeAFAACAqxG8AAAAcDWCFwAAAK5G8AIAAMDVCF4AAAC4GsELAAAAVyN4AQAA4GoELwAAAFyN4AUAAICrEbwAAABwNYIXAAAArkbwAgAAwNUIXgAAALgawQsAAABXI3gBAADgagQvAAAAXI3gBQAAgKv9D5hukesHBM1wAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "frags = magma_tree[\"frags\"]\n",
    "frag_to_id, id_to_frag = fe.create_new_ids(frags)\n",
    "edges = [\n",
    "    (frag_to_id[j], frag_to_id[key])\n",
    "    for key, val in frags.items()\n",
    "    for j in val[\"parents\"]\n",
    "]\n",
    "\n",
    "\n",
    "graph = nx.DiGraph()\n",
    "graph.add_edges_from(edges)\n",
    "cmap = sns.light_palette(\n",
    "    method_colors[\"ICEBERG\"],\n",
    "    reverse=False,\n",
    "    as_cmap=True,\n",
    ")\n",
    "\n",
    "node_intens = [max(frags[id_to_frag[i]][\"intens\"]) for i in graph.nodes]\n",
    "color_key = [cmap(i + 1e-7) for i in node_intens]\n",
    "color_key = [cmap(1 + 1e-7) for i in node_intens]\n",
    "\n",
    "num_nodes, num_edges = graph.number_of_nodes(), graph.number_of_edges()\n",
    "print(f\"Num nodes: {num_nodes}\\nNum edges: {num_edges}\")\n",
    "\n",
    "pos = graphviz_layout(graph, prog=\"dot\")\n",
    "fig = plt.figure(figsize=(2, 2), dpi=400)\n",
    "# nx.draw_networkx(graph, pos=pos, node_size=5, with_labels=False,\n",
    "#                  width=0.5, arrowsize=2, font_size=4, node_color=color_key,\n",
    "#                  ax = fig.gca(), edgecolors = \"black\",  linewidths=0.3\n",
    "#                  )#edge_color=\"b\")\n",
    "nx.draw_networkx(\n",
    "    graph,\n",
    "    pos=pos,\n",
    "    node_size=10,\n",
    "    with_labels=False,\n",
    "    width=0.08,\n",
    "    arrowsize=4,\n",
    "    font_size=4,\n",
    "    node_color=color_key,\n",
    "    ax=fig.gca(),\n",
    "    edgecolors=\"black\",\n",
    "    linewidths=0.1,\n",
    ")  # edge_color=\"b\")\n",
    "\n",
    "\n",
    "fig.gca().axis(\"off\")\n",
    "# set_size(2, 2, fig.gca())\n",
    "fig.savefig(\n",
    "    spec_res_folder / f\"frag_tree_sparse_sche_v2.pdf\",\n",
    "    dpi=400,\n",
    "    bbox_inches=\"tight\",\n",
    "    transparent=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_engine = fe.FragmentEngine(mol_str=root_inchi, mol_str_type=\"inchi\")\n",
    "new_engine.generate_fragments()\n",
    "\n",
    "frag_dict = new_engine.frag_to_entry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Num nodes: 708\n",
      "Num edges: 1704\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "frags = frag_dict\n",
    "frag_to_id, id_to_frag = fe.create_new_ids(frags)\n",
    "edges = [\n",
    "    (frag_to_id[j], frag_to_id[key])\n",
    "    for key, val in frags.items()\n",
    "    for j in val[\"parent_hashes\"]\n",
    "]\n",
    "\n",
    "\n",
    "graph = nx.DiGraph()\n",
    "graph.add_edges_from(edges)\n",
    "cmap = sns.light_palette(method_colors[\"ICEBERG\"], reverse=False, as_cmap=True)\n",
    "\n",
    "# node_intens = [max(frags[id_to_frag[i]]['intens']) for i in graph.nodes]\n",
    "node_intens = [1 for i in graph.nodes]\n",
    "color_key = [cmap(i) for i in node_intens]\n",
    "\n",
    "num_nodes, num_edges = graph.number_of_nodes(), graph.number_of_edges()\n",
    "print(f\"Num nodes: {num_nodes}\\nNum edges: {num_edges}\")\n",
    "\n",
    "pos = graphviz_layout(graph, prog=\"dot\")\n",
    "fig = plt.figure(figsize=(2, 2), dpi=400)\n",
    "nx.draw_networkx(\n",
    "    graph,\n",
    "    pos=pos,\n",
    "    node_size=2,\n",
    "    with_labels=False,\n",
    "    width=0.08,\n",
    "    arrowsize=1.8,\n",
    "    font_size=4,\n",
    "    node_color=color_key,\n",
    "    ax=fig.gca(),\n",
    "    edgecolors=\"black\",\n",
    "    linewidths=0.1,\n",
    ")  # edge_color=\"b\")\n",
    "fig.gca().axis(\"off\")\n",
    "# set_size(2, 2, fig.gca())\n",
    "fig.savefig(\n",
    "    spec_res_folder / f\"frag_tree_dense_scheme.pdf\",\n",
    "    dpi=400,\n",
    "    bbox_inches=\"tight\",\n",
    "    transparent=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "ms-gen",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.18"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
